{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "90023b29-6e4d-4654-9c3d-8f8b0e5f0fca",
   "metadata": {},
   "source": [
    "## B01_Descriptive Analysis and Dashboarding\n",
    "\n",
    "This code implements exploratory data analysis and interactive dashboards."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c67ec235-bb44-43bb-b6aa-32e3c6887b68",
   "metadata": {},
   "source": [
    "### 1. init spark session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bd7ad00e-1b59-4dc1-897e-97074b25a883",
   "metadata": {},
   "outputs": [],
   "source": [
    "import findspark\n",
    "findspark.init()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4e3ce44a-50dc-42b0-a116-edba2a567ae9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "spark = SparkSession.builder.appName(\"price_opendata\").getOrCreate()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c417c08c-b6d6-4c1f-b4a8-abdb1b05de2d",
   "metadata": {},
   "source": [
    "### 2. read the parquet file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bcd1f0e3-b6eb-4f2b-aa9f-309b342e26cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---+-----------+--------------+----------------+------+--------+------------------+-----------------+----------+------------+----+\n",
      "|_id|district_id| district_name|      neigh_name|Amount|PerMeter|        diffAmount|     diffPerMeter|usedAmount|usedPerMeter|year|\n",
      "+---+-----------+--------------+----------------+------+--------+------------------+-----------------+----------+------------+----+\n",
      "| 32|          7|Horta-Guinardó|el Baix Guinardó| 176.4|  2331.7|             237.1|           2987.8|     170.7|      2270.0|2013|\n",
      "| 32|          7|Horta-Guinardó|el Baix Guinardó| 201.1|  2546.2|             213.7|           2971.7|     200.5|      2528.9|2014|\n",
      "| 32|          7|Horta-Guinardó|el Baix Guinardó| 225.7|  3052.2|             302.9|           4301.5|     223.2|      3010.8|2015|\n",
      "| 32|          7|Horta-Guinardó|el Baix Guinardó| 222.8|  2991.0|296.48952380952386|3277.741232227488|     222.9|      2994.9|2016|\n",
      "| 32|          7|Horta-Guinardó|el Baix Guinardó| 272.5|  3552.0|             385.6|           4065.2|     265.1|      3518.3|2017|\n",
      "| 33|          7|Horta-Guinardó|        Can Baró| 192.6|  1823.4|296.48952380952386|3277.741232227488|     192.6|      1823.4|2013|\n",
      "| 33|          7|Horta-Guinardó|        Can Baró| 178.3|  2118.8|296.48952380952386|3277.741232227488|     178.3|      2118.8|2014|\n",
      "| 33|          7|Horta-Guinardó|        Can Baró| 129.1|  2101.1|296.48952380952386|3277.741232227488|     129.1|      2101.1|2015|\n",
      "| 33|          7|Horta-Guinardó|        Can Baró| 164.9|  2157.1|296.48952380952386|3277.741232227488|     164.9|      2157.1|2016|\n",
      "| 33|          7|Horta-Guinardó|        Can Baró| 221.3|  2423.7|296.48952380952386|3277.741232227488|     221.3|      2423.7|2017|\n",
      "+---+-----------+--------------+----------------+------+--------+------------------+-----------------+----------+------------+----+\n",
      "only showing top 10 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "file_path = \"./Exploitation Zone/price_opendata.parquet\"\n",
    "\n",
    "df = spark.read.parquet(file_path)\n",
    "\n",
    "df.show(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6f7bd771-37d0-40e1-9949-4654f03689f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- _id: long (nullable = true)\n",
      " |-- district_id: long (nullable = true)\n",
      " |-- district_name: string (nullable = true)\n",
      " |-- neigh_name: string (nullable = true)\n",
      " |-- Amount: double (nullable = true)\n",
      " |-- PerMeter: double (nullable = true)\n",
      " |-- diffAmount: double (nullable = true)\n",
      " |-- diffPerMeter: double (nullable = true)\n",
      " |-- usedAmount: double (nullable = true)\n",
      " |-- usedPerMeter: double (nullable = true)\n",
      " |-- year: long (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df.printSchema()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a57a45c6-ee7b-431f-8cde-b983c335edd4",
   "metadata": {},
   "source": [
    "### 3. Comparative Analysis：Comparison of the latest annual prices in different neighborhoods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "72157121-151a-49ae-8f79-4e862825c058",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql.functions import col, max, avg\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d9d56c84-1a77-440e-b9f8-4154c2772340",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2017"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest_year = df.select(max(\"year\")).collect()[0][0]\n",
    "latest_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "23b1861a-f8b8-4f27-a705-ddf5bf09f356",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_latest_year = df.filter(col(\"year\") == latest_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cbad97c6-b80d-458a-848a-edf10a96e29e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_avg_price_latest_year = df_latest_year.groupBy(\"neigh_name\") \\\n",
    "    .agg(avg(\"PerMeter\").alias(\"avg_PerMeter\")) \\\n",
    "    .orderBy(\"neigh_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "35054a9b-7da0-4676-b721-56f1143f1d46",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_df_avg_price_latest_year = df_avg_price_latest_year.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5088fc95-e84a-47a8-b54b-d17a71f01ba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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lILKzs0lTU5NVnojI3t6e6c8EJ8APHjzg9G1JWtiSxbnUuXNn6tq1K719+5b09PQoMzOTUlJSqHHjxnTx4kWJcvyJvoqKCrm7uwvZLnXq1CF9fX0KCAiQKJ+fn895kwS+Y5XH45GlpaWQs9XR0ZE6dOhAqampnO6DMiDY33fp0oUWLFhARBXfhpaWFqu8iYkJXblyRWT/5cuXJb4P7969I19fXwoJCSEiIh0dHcrIyBA5Li0tjfP3KQ6y2FKampqUl5cnsj83N5fztyGrDjk5OeTh4UGzZ88mIiIDAwO6fv26yHHXrl0jQ0NDsW0o450URP/+/cnT05Nu3LhBurq6dPLkSUpKSiInJyfG5pUGAwMDxh4W7B/y8/M530dFdVCGDWFlZUVXr14VuY7s7GzS19dnlVfGmOPk5ETbtm0T0WHGjBkUGhrKKq+IHSNpIYDH45GGhgY5OjrSoUOHOF2HorCysmL6JXkh6EgXvJe5ublSn4eiY4YgFH2vFZFX1rijjPm3om0owz7X0dGhBw8ecDqWK7KyssjLy4uOHz/+t7ShjPugjPmeova5oHxAQABFRkYSEVFBQQFpa2tz0uF/Hb8dt78hEZGRkVI3Sdi2bRuzqqmhoaHQ5FFXV5f5yGvUqEHXrl0joooID1mMfEUmLDo6OowO1apVo1u3bhFRhRFgYGDAWQdxyM7OJh0dHc7H3759m6pVq0YGBgakqqpK5ubmxOPxSFdXl1PEjDIiA8aPHy+0hYaGkqenJxkaGtLYsWM5taGoHsq4DmVEUlfG+fPnqX79+nLJEhE9fPiQqlWrJre8rDA2Nqb79+8TEZGnpyetW7eOiIgeP34s9yC6cuVK0tTUJB6PR+bm5jRjxgwqLi4We6yOjg7zXZqYmDAT+szMTM73wcLCgnGYOjo60s6dO4mo4l5ymXQJLsYYGRkxq8FpaWmco4aIFHcgK4JHjx4RkXyTP2X214pOVoiIzM3N6fbt20RUMZHiOzJzcnI49fm1atWiHTt2UFFREZmbmzPRAWlpaWRqaspJh2rVqjHnlQfyvlNv3rwhHx8fIqowcMVlENy7d4/TmOHq6sosbgli5cqV5OzszOUySEtLi3ECCb5P9+/f5/Qszp8/L3XjAlNTUyZa28DAgFmAPXPmjNS+nm+n8Hg8mjRpkpDtEh0dTdu2baPv379z0kFRtGnThj58+PC3nEsaGjduTFOmTKGLFy+SlpYWM4ZevXqVUxR23759qXXr1lRYWMjs+/jxI7Vu3ZrVoTFv3jwiqhhzxEW7Xrp0iXP0kjjIYks5ODhQUlKSyP7ExETO0cvy6PD161caNmwYEVV8T3fu3BE55vbt25zGLWWgWrVqjE2tr6/PjCMHDhwgT09PVnnBvlqwfzh58iTVrFnzb9FBGTaEYDaB4HWkpaVxsvGVMeZoa2szfa25uTnzbWZlZZGJiQmrvDLsGBsbG3r37h2nY38V9PX1xUb1ywI9PT3Kyspi/s9v78aNG1LvpTLHDEXfa0XliRQfd5Qx/1a0DWW81w0bNqSUlBROx8qCGzdukJOT09/ShjLugzLme4ra5+7u7hQTE0MFBQVkYGDALATfvHlTpmCh/2XIz77+G//1mDVrllxy/fr1Q4MGDQAAlpaWOHPmDBwcHISOOX36NCwtLVnbsrOzw+PHj2FlZYXatWtj586daNy4MQ4dOiRT8SFXV1fExsaiU6dOOHXqFObMmQOgguunMhF/ZdSsWRMvX76ElZUV7O3tcfLkSdSvXx83btwQIa+XhM+fPwv9JiK8fPkSkZGRqFWrFufrmDBhArp06YLY2FgYGhoiNTUV6urqGDBgAMaNG8cq/+nTJ4Zv7vjx4+jZsyd0dHTQqVMnREREcNJh+fLlYvdHRkaiqKiIUxuK6qGM69i6dSs2bNiATp06ITIyEv369YO9vT3q1KmD1NRUTpyBlVG1alWmkJA8yM3NRWlpKadji4uLsWDBApw5c0YsFxiXQhItWrTAxIkT4enpievXr2PHjh0AKjje+HzQXPD69WskJCQgPj4eT548Qa9evRASEoJnz55h4cKFSE1NxcmTJ0XkjI2N8eXLFwBAjRo1cO/ePbi7u6OwsBAlJSWczt2jRw/0798ftWrVwvv37+Hr6wsAuHPnjki/Iw66uroMX5SFhQVyc3Ph6uoKAHj37h0nHfjX8vTpU1haWuL48eOYO3cugIpvnSsnmjwcd1u2bMGSJUuQlpaGgoICNG/eHACgra3N3NugoCA0bdoUq1evFpFXZn999uxZHDhwAA0bNoSKigqsra3Rvn17GBgYYP78+QwvljS0b98eQ4cORb169ZCVlQU/Pz8AwP3792FjY8MqP378eAQGBkJPTw9WVlZo06YNgApeand3d1Z5oKKIBf8+ygN53ylzc3McPXoUANCsWTPMmjULiYmJTFGwr1+/IioqCs2aNWPVYeLEiRgzZgzevn2Ldu3aAQDOnDmDpUuXcuK3BSr4jVNSUkR4y3bv3o169eqxyrdu3ZrTeaShrKwM+vr6AAAzMzO8ePECTk5OsLa2ltrX8u0XPv+1rIXVKiMpKQmxsbF4/Pgxrl69Cmtra6xYsQK2trbo2rWrVNlz584x/6f/X1aCS5EcNh5zQXDhuFu4cCG6d++OxYsXY9CgQQz/98GDB9G4cWNW+SVLlqBVq1awtrZmnn9aWhqqVq2KpKQkqbJ//vknAKBz584YPnw4Nm7cyJzz2rVrGDlyJCtfMaAcW2rYsGEYP348fv78KfRtTJ48GeHh4b9MBy0tLaxfvx4A0K5dO4wbNw7bt29H9erVAQDPnz/HhAkTZOKElpf7GaiwIfj8l8bGxnj79i0cHR3h7u7OiVPV398fs2fPxs6dOwFUvNMFBQWYMmUKZ15XRXVQhg3RsGFDHDlyBGFhYcx1AEBcXBynvlYZY061atXw4cMHWFtbw8rKCqmpqahbty4eP37M9BnSoKgd8/PnT9jZ2eHDhw+sc6LKqFevHqf+DGDn6g0ICMDJkycxcuRImXQQRMuWLZGYmMjM83g8HsrLy7Fo0SK0bdtWopwyxwxF32tF5QHhcUceKGP+rWgbyrDPFy5ciMmTJyM6Ohru7u5QV1cX+ru8BdLU1NTw4sULuWRlbUMZ90EZ8z1F7fOZM2eif//+mDBhAtq1a8f0rydPnuRkU/4G8Ntx+xtSIW/FWEdHRwBAeHg4xo4di7S0NGYifPnyZcTHxyMmJob1/IMHD0Z6ejpat26NqVOnokuXLli9ejV+/vwpU9EgRSYs3bt3x5kzZ9CkSROEhYVhwIAB2LhxIwoKCjBhwgRO5zcyMhIxbIgIlpaWSE5O5nwdaWlpWLduHVRUVKCqqorv37/Dzs4OixYtwqBBg1iLBFhaWuLq1aswMTHB8ePHmXN//PhR4YntgAED0LhxYyxZsoT1WEX1UMZ1vHr1ijGq9fT08OnTJwAVE8sZM2ZIla1cJIQ/cVuwYAE8PDxYz115Qs6XP3LkCAYNGsRJ/6FDh+LChQsICgqChYUFZ8NZEKtXr8bo0aOxe/durF27lvmmjx07Bh8fH1b5vXv3YvPmzThx4gRcXFwwevRoDBgwQMgga968ucTKyq1atcKpU6fg7u6OgIAAjBs3DmfPnsWpU6c4T16XL18OGxsbPH36FIsWLYKenh4A4OXLlxg9ejSrfNOmTXHp0iU4OzvDz88P4eHhuHv3Lvbu3YumTZty0gFQ3IG8cuVKTJs2DcHBwThw4AAGDx6M3Nxc3LhxA6GhoWJl1q9fj02bNuH06dMA5J/8Kau/VsZk46+//sL06dPx9OlT7Nmzh5lE3rp1C/369WOVHz16NBo3boynT5+iffv2UFFRAVAxgeA709kwdOhQbNu2jbUfkARF3in+dxwTE4OOHTuiZs2azHiVnp4OLS0tnDhxglWHIUOG4Pv375g3bx4zgbWxscHatWs5V8WeOXMmBg0ahOfPn6O8vBx79+7Fo0ePkJiYiMOHD3Nqo7CwEBs3bmSK3bm6umLIkCEwNDTkJO/m5ob09HTY2tqiSZMmWLRoETQ0NLB+/XrY2dmxyvP701u3bgnpIMskYe3atZg5cybGjx+PefPmMQsxRkZGWLFiBavjFqgoTrJ48WJkZ2cDqPjmIiIiEBQUJFHmzp07nPTj2ve3adMG7969w+fPn4UKkQwfPpy12B1Q4RjLyMjA1q1bkZ6eDm1tbQwePBj9+vUTmQxLwsqVKzFo0CA0a9aMkSktLYW/vz+nPkYZtlRERATev3+P0aNHM5NhLS0tTJkyBX/88cffosPq1avh7+8PGxsbZlHs6dOncHNzw5YtW1jl8/Ly0L17d9y9exc8Hk9kQYDLYqGTkxMePXoEGxsb1K1bF+vWrYONjQ1iY2NhYWHBKr906VL06tULVapUwdevX9G6dWu8evUKzZo1w7x581jllaGDMmyI6Oho+Pr6IjMzE6WlpYiJiUFmZiauXLmCCxcusMorY8xp164dDh48iHr16mHw4MGYMGECdu/ejZs3b3Iq/qWoHaOuri5T8TtBdOvWTS45cXBwcMCMGTOQmpoq1snGJaBi0aJF8PLyws2bN/Hjxw9MnjwZ9+/fx4cPH3D58mVWea42uDQo+l4rKg/IXwSZD2XMvxVtQxn2ube3NwCI9AfEsTjZwYMHReRevnyJ1atXw9PTk5MOirahjPug6HwPUNw+79WrF1q0aIGXL18KFY728vJC9+7dOenwP4+/P8j3N/5TkJ6eTubm5uTg4EBqampMusm0adMYXhMu2Lt3L3l6epKJiQmZmJiQp6cn7d+/Xy6d8vPzac+ePZwL3QiitLRUJG3k8ePH9Pr1a5nauXLlCi1dupQOHjzIWaZyiujFixfpwYMHrByglWFmZsakANWqVYvhxnnw4AGnNMG//vqL1NTUyMjIiOrWrUtlZWVEVJE+26ZNG5l0qYzExESysLDgdKyiegjK88nNZZEnqkir5/M8eXp60vz584moovCOubm5VFlJRUKaNWvGiUupcjGxdu3aUZ8+fWjdunWc3wlDQ0O6dOkSp2N/FQwMDGj48OFiufr4KCkpkUit8v79e6aYWVlZGc2fP5+6dOlCEydO/NtSi3Nzc5n+pKioiEaMGEHu7u7Uo0cPzlyBREQ/fvygxYsX09ixY5lUIiKiZcuW0YYNG1jl5aE5uHjxIpWUlDC/Q0JCmHu9evVq0tbWJm9vbzIyMqIhQ4Zwug5F+uuGDRsyfVKXLl0oKCiInj17RpMnTyY7OztObTx58oT5ngVRXl7OpNxxwffv3+nhw4cy97FEFVQXRkZG1KpVKxozZgxNmDBBaGODst6p4uJiWr9+PU2cOJEmTpxIGzZsEHreXPHmzRuhInSy4OLFi+Tt7U3m5uakra1Nnp6edOLECU6y/NTUGjVqUPfu3al79+5Us2ZNMjU1ZSiH2HD8+HGm4FN2djY5OTkRj8cjMzMzJiVZGl6/fk1t27YlHo/H8JfzeDxq166d2AI04uDs7Ez79u0jIuFv8+7du5xSoZcuXUo6Ojo0efJkpuhPREQE6ejoiOWU/l9AVlYWHTx4kA4ePCiWnkUSlGVLERF9+fKFrl+/Tnfv3qVv37797TqUl5fTyZMnaeXKlbRy5Uo6deoUZ1l5uZ8FkZSURJs3byaiilRVMzMzUlFRIS0tLaFCm2xISUmhv/76ixYuXCjTNShDB2XZEDk5OTR06FBq1KgROTs7U2BgoFguZmlQZMwpKysTktu+fTuFhYXRypUrOaXnK2PMGT9+PMPP+09BGUUYiSrqUMydO5cCAgLI19eXpk2bxnD5s0GR+hd8KPpeK+PblLcIsiQoMv+Wtw1lvNeKUjaJKwJZtWpV6tevH+d3StE2lGVT/luQnZ1Nx48fZ+zZ8vLyf1ij/xzwiDjkYPzG/yS8vb1Rv359LFq0CPr6+khPT4ednR2uXLmC/v37Iz8/X6p8aWkpoqOjMWTIEJnSrvn4+fMnfHx8EBsbKxOdgDR9zp8/j9zcXPTv3x/6+vp48eIFDAwMmCi9fzs6dOiA4OBg9O/fH8OGDUNGRgbGjh2LpKQkfPz4EdeuXWNt4+bNm0xkAP+6jxw5AiMjI04rf5VX/+n/rxzevHkTM2bM4EyxcevWLRQUFMith6LXMXXqVBgYGODPP//Ejh07MGDAANjY2DCR1AsWLJAo++TJE6HfKioqMDc3VzhqWRbY2tri6NGjEqNZJaFymqc0sKUQlZSUcIrUUjYqr15Lg7SU0bKyMly+fBl16tSRiXpFHC5evIjmzZtDTU04kaW0tBRXrlxBq1atpMrr6OjgwYMHsLa2RpUqVXDq1CnUrVsX2dnZaNq0Kd6/f8+qQ3l5OcrLyxkdkpOTceXKFdSqVQsjRoyAhoaGRFlF+2uggrahtLQUwcHBuHXrFnx8fPDhwwdoaGggPj4effr0YW1DVVUVL1++ZCJ3+Xj//j2qVKnCGh1RUlKCsLAwJCQkAKhIA7Ozs0NYWBhq1KiBqVOnsuogLZ2Sx+Ph7NmzrG38RkXKqoODAzZs2MC8k6WlpRg6dCjy8vJw8eJFudr98OEDjI2NOUWa9unTB3l5eUhMTGT6yszMTAwaNAgODg7Yvn07axva2tp4+PAhrK2thWyh7Oxs1KlTB1+/fpUqb2tri6ioKJFI54SEBERGRuLx48esOgji2bNnACDzd/r69WtMmjSJodepbP5zidLMzs7GuXPnxNLzzJw5UyZ9/mnk5OQgNzcXrVq1gra2NhOB9avx8+dPaGtrIy0tDW5ubnK1YWZmhrNnz6JOnTowNDTE9evX4eTkhLNnzyI8PJxztLYgSkpK8PDhQ1hZWcHMzEwuvRTFv0EHWaGMMeffgLCwMCQmJqJWrVpo0KABdHV1hf7ONcpS3kzNfwtmzpyJuLg4hIeHY/r06Zg2bRry8/Oxf/9+zJw5Uy4aNUXfa2V9F+Xl5Rg1ahTs7e0xefJkiccpa/7Npw/7jX8eitrWfKSkpGDdunXIy8vDrl27UKNGDSQlJcHW1hYtWrSQKvv+/Xv07t0b586dA4/HQ3Z2Nuzs7DBkyBAYGxtj6dKlcl/f/wp+O25/QyIMDQ1x+/Zt2NvbC01Wnjx5AicnJ3z79o21DT09Pdy7d48T94k4mJubM44HRfDkyRP4+PigoKAA379/ZwyrcePG4fv374iNjZUqr4zJSm5uLlasWMGka7q4uGDcuHGwt7fnfB03b97Ely9f0LZtW7x58wYDBw5k7s/GjRs5pekrisGDBwv95jst27Vrhw4dOvzy8wvix48fePz4Mezt7UUcZrIiNTWVuZddunRRkoaSoehCwpYtW3DgwAEkJCTI5DxVUVFhnZwSxxQioMIQzMnJEfttsDkrvb29MWDAAPTo0UMmnil+KiIbuFyDlpYWHjx4AFtbW87nFwdFjSI7Ozvs2bMH9erVQ8OGDTFs2DCMGDECJ0+eRN++ffHhwweF9OMCRfvrypBnsqGiooJXr16J3McnT57AxcUFxcXFUuXHjRuHy5cvY8WKFfDx8UFGRgbs7Oxw4MABREZGyuXQkBV2dna4ceOGCFdgYWEh6tevL5F/WtEFifr16+PMmTMwNjZm5R3kSl3BR1FRkcj3zfbNamtr486dO6hdu7bQ/szMTDRs2JATB+WWLVvQvXt3EScCVxgaGuL06dNo1KiR0P7r16+jQ4cOKCwsZG3DxcUF8+fPR9euXYVsoVWrVmHz5s2s91JLSwv37t0ToUzJzs6Gu7s7J1uqvLwcc+fOxdKlSxkueX19fYSHh2PatGmc+kRfX18UFBRgzJgxYul12CgfNmzYgFGjRsHMzAzVqlUTkufxeBLvg7K5ehW1pZQxeVRUBzs7O+zbt08oXVQWGBsb4/bt27C1tYW9vT3i4uLQtm1b5Obmwt3dnfXb+vnzJ2rXro3Dhw/LtPi7cuVKzsdycXDNnj0bkyZNErFhvn79isWLF7Pa1/KOu8pcwJZ3zJGFmqBOnTpS/y7vmCMIZSxYZmRkwNvbG4aGhsjPz8ejR49gZ2eH6dOno6CgAImJiaxt8EEy8IEr817a29tj5cqV6NSpE/T19ZGWlsbsS01NxbZt2zifSx7I+21yxaNHj9CmTRu8fPlS6nHKmH+rqqqiRYsWGDBgAHr16iVE0fN3QlHKJmVClvdamZBkW7948QL29vasC9AAsGfPHgQFBSEwMBBJSUnIzMyEnZ0dVq9ejaNHjzI1GiRh4MCBePPmDeLi4uDs7MzYUidOnMDEiRNx//59ha7xfwG/OW5/QyI0NTXFGjdZWVkwNzfn1IaXlxcuXLggtyOAzycrLfqRC8aNG4eGDRsiPT1dyLDp3r07hg0bJlWWbbLCxXF74sQJ+Pv7w8PDg4kGvXz5MlxdXXHo0CG0b9+e03U0bNiQ+X+VKlVw/PhxTnJ89OzZE40bN8aUKVOE9i9atAg3btzArl27WNvYvHmzTOeUhGfPnuHgwYNiC2uwTd6UEeFQOUKyadOmaNq0KUpLS3Hx4kVWp+OFCxewZMkSoYlbREQEWrZsyXruygsJ7du3h76+PhYuXMhpIQGo4JfLzc1F1apVYWNjI8IFJmkSrWjBAkGkpqaif//+ePLkiUj0FhenqaurK/744w+MHj0anTp1woABA+Dn58fKl1jZgaQI3NzckJeXp7DjVlK01vv37zk5neTluMvIyICbmxtUVFRYJy9sExZF++vK0NHRQf369Tkdy3fu8PtUwYl8WVkZrl27xmlhav/+/dixYweaNm0q9DxcXV2Rm5sr2wXIifz8fLHv/vfv3/H8+XOJcpW5AgW5KwX3AeKjI7t27coUzOzatavCE4PHjx9jzJgxOH/+vJBzkevCjoGBAQoKCkQct0+fPmUKjrFhwoQJTOGqAQMGoGPHjlBVVeV8DeXl5WL7E3V1dc79yMSJExEaGopv376BiHD9+nVs374d8+fPR1xcHKu8g4MDdu7cyRTo4mPHjh2cJ8XTpk1jbCG+DXHp0iVERkbi27dvnDhFL126hJSUFLkXeOfOnYt58+aJ2A9sqOy4un37NkpLS+Hk5ASgYvxWVVVliiRKgzJsqQkTJkBdXR0FBQVCjpE+ffpg4sSJrI5bZegwbdo0/Pnnn0hKSmIKrcoCRbmf1dXVOS0YVIak4rSVwePxODluo6KiMHLkSBHHbUlJCaKioljta0mxR9+/f5eaYSKOp1hc21z6OXnHHA8PD7F9fGVw0UHeMUcQyrANJ06ciODgYCZTkw8/Pz/079+fUxvy8IEr817KW/9i4sSJmDNnDnR1dVkXq6TNceT9NrmCaxFkZcy/b968iW3btmH27NkICwuDj48PBgwYgC5dukgs7s01mwYAp4CGmzdvomPHjtDW1mZq2ixbtgzz5s1jio2zQZH5Kh+yvtcmJibIysqCmZkZ6z2Rdh/4i208Hg9xcXFCgUFlZWW4ePGiiI0mCXPnzkVsbCwGDhwoxOfu6enJic/75MmTOHHihEi2UK1atUQyWX9DPH47bn9DIpRRMdbX1xdTp07F3bt3xabesFW+LS0tZYrvKJK6k5KSgitXrogYcjY2NqxGjbyTFUFMnTpVbPr91KlTMWXKFM6O23bt2mHv3r0iad2fP39Gt27dWFfEL168iMjISJH9vr6+f2uKwpkzZ+Dv7w87Ozs8fPgQbm5uyM/PBxFxGkT/+OMPpKen4/z580Kk6t7e3oiMjOScDi0uUuPTp09o27atVONuy5YtGDx4MHr06MFMTi5fvgwvLy/Ex8ezGqiKLCTwIW9BCGVUeudj5MiRTEVmeQqkxcTEYPny5Th9+jS2bduGgQMHQlVVFb169UJgYKBSdZWEuXPnYtKkSZgzZ47YPoYt2obvVOXxeAgODhYyRsvKypCRkcEU+pKG9evXM46k0NBQmJqa4sqVK/D398eIESMkynl4eDCr6NImL1wmLIr212VlZYiPj2dSsSs7xqT1T3znDhHh7t27Qn21hoYG6tati0mTJkk9PwC8fftW5JsGKgqncX0/27ZtK/VYSdchGDF74sQJoWiOsrIynDlzRqpTXPB+nT59GlOmTEF0dDRTeffq1auYPn06oqOjxcoL0tSI6+dlxYABA0BE2LRpE6pWrSrz992nTx+EhIRgyZIlQsXuIiIiOBWyACqKDB4/fhzbt29H7969oaOjg4CAAAQGBnL6rtq1a4dx48Zh+/btqF69OgDg+fPnmDBhAufiRUOHDoW2tjamT5+OkpIS9O/fH9WrV0dMTAz69u3LKh8VFYU+ffrg4sWLQo6+M2fOMPYVGxISEhAXFyf0DdapUwc1atTA6NGjOTluLS0tOVWol4SPHz8iICBAZjlBh9CyZcugr6+PhIQEJvrq48ePGDx4MKdFT2XYUopOHpWhw+rVq5GTk4Pq1avD2tpapK9li+KePn06k30we/ZsdO7cGS1btoSpqSlTLZwNoaGhWLhwIeLi4jhnLMlK68EGSQue6enpUh3aijojlLmALe+Yo4x7qeiYIwny0rHcuHED69atE9lfo0YNvHr1ilV+2bJlmDFjBsaMGSO0QDVy5Ei8e/dOYkFoZb6XNWvWxMuXL2FlZQV7e3vGuXfjxg2Jzkagwob5+fMn839J4DKOyvNtVoaiRZCVMf+uV68e6tWrh0WLFuH8+fPYtm0bhg8fjvLycvTo0UNsgbQVK1awtisLJkyYAH9/f7GUTePHj2elbFJ0vgrI914vX76cWfxYvny53Avx/MU2IkJsbKzQwreGhgZT9I4LHj16JDaoydDQkFP2UnFxsdgM0Q8fPkj9tn5DAH8Ple5v/CeisLCQKWyjqqpKlpaWpK6uTq1ataKioiJObVQm5K5Mzs2GykWcBLe2bdtyvhYjIyO6f/8+EQkXF0lJSaEqVapIldXX12eOlxeamppMUTFBPHr0iDQ1NTm3w+PxxBZTe/36NampqbHKa2lp0cOHD0X2P3jwgLS0tDjpoAzi/kaNGtHMmTOJ6P+ex5cvX8jf35/WrFnDKm9lZUVXr14VkieqIDzX19fnpAOPxxNbnObRo0esbdSuXVtsUZmlS5dS7dq1Wc9tYmLCPAdB/R8/fkza2tpc1Jcb6enpnDc26OjoyFRYhg1fv36lnTt3Ut26dTn1D3wUFRXRkSNHaO3atRQTEyO0saFyn8TfuPZRwcHBFBwcTDwej/r06cP8Dg4OpuHDh1N0dDS9ffuW87XIivz8fIbYPz8/X+rGBkX769DQUNLV1aXevXvTuHHjaPz48UIbFwQHB9OnT584HSsOLVu2pJUrVxJRxbeVl5dHRERjxoyhjh07cmqjst6hoaHk6elJhoaGNHbsWIlygveq8v3T0NAgR0dHOnToECcdXF1dKSUlRWT/xYsXOfUxtra29O7dO5H9Hz9+5FzkRVdXV+x4wRXfv3+nsWPHkoaGBvNdaWpq0vjx42UqBsVHcXExbdmyhfz8/EhDQ4NTwbuCggLy8PAgdXV1srOzIzs7O1JXV6d69erR06dP5dJB1oKmRBUFZgIDA6l+/fpUv359CgwMFCpiyAZNTU169OiRyP6HDx9yHrtPnDhBHTp0oMePH3M+ryCGDBlCa9eulUuWj+rVq9O9e/dE9t+9e5dTcVNl2FJ6enpMG4LjL7+Y3t+hQ2RkpNRNHrx//16mIi/dunUjfX19srCwoA4dOjAFBPmbLCgvL5fp3EZGRmRsbEwqKirM//mbgYEBqaio0OjRoyXK8wtW8Xg8srS0FCpi5ejoSB06dGCKz/5qKGPMkRfKHHPKysooKiqKuf8qKipkaGhIs2fPFlswVBzMzc2Zfk3w2zp58iTVrFmTVd7GxoYSEhJE9sfHx5ONjQ0nHRTFlClTaN68eURUUaxYTU2NHBwcSEND428r3qaMb1PRIsjKmn9Xxq1bt8jDw0MmG18RaGlpiS0aff/+fU7zLUXnq0T/jve6TZs29PHjR4XasLW1ZQpQCn7fCQkJ5OzszCrv6+tL06dPZ+Tz8vKorKyMAgICqGfPngrp9r+C3xG3vyERhoaGOHXqFC5duoSMjAwUFRWhfv368Pb25tyGoinNyloV79ChA1asWIH169cDqFjxLCoqwqxZs+Dn5ydVNiAgACdPnsTIkSPlPr+5uTnS0tJE0iLT0tLErtRXhmAKdGZmptDKdVlZGY4fP86J9N/d3R07duwQST9LTk6Gi4sLqzxQET0kjbifCx48eMAUhVFTU8PXr1+hp6eH2bNno2vXrhg1apRUeUWi6pQRIZmXlyeWB9ff318kHVYcysvLxUY/Pnv2jHMKMR+3bt0S4m2qV6+e1OOVmVLWpEkT5OTkiHA3yoNXr14hOTkZW7ZsQUZGBpPSxIY7d+7Az88PJSUlKC4uhomJCd69ewcdHR1UqVKFNV1T0T6GTx1iY2ODSZMmycTFqQxeNmtrawAVvGhRUVGYMWOG3LQPivbXycnJ2LlzJ2ufKg2KUrFER0fD19cXmZmZKC0tRUxMDDIzM3HlyhVcuHCBUxuS0oEjIyMZflFx4N8/W1tb3LhxQ6EiIrm5uWIL5vG5A9kgLXWWH03FhkaNGuHp06dMSrus0NDQQExMDObPn8+kDNvb28td0FBHRwcdO3bEx48f8eTJE6bfkwZLS0vcvn0bp0+fxsOHDwEAzs7OMtkxlXWQR/8GDRpgy5Ytcp0TAOrWrYvVq1eLcIyuXr2aM09qnz59UFJSwjyDyhQSbGmnDg4OmDFjBlJTU+Hu7i4izyU1/vPnz3j79q3I/rdv3+LLly+s8oraUkBF0bzExETMmTMHQMVYV15ejkWLFknl+VSWDqWlpeDxeAoXgqzM/Swr5YKRkRHn7DlJ2LhxI5YvX86k/9aqVQvjx4/H0KFDpcqtWLECRIQhQ4YgKipKKFKUHwXGzzQQB36EZdu2bbF3716FuTM/fvwoxIHp4uKCwYMHc7qn8o45yiiyqswxRxl0LIpmar58+VKs/d28eXNWTlZBPHr0CKtWrWKep7OzM8LCwjiNZYKR9H369IG1tfXfWv8CUM63qahtq8yo9GfPnmHbtm3Ytm0b7t27h2bNmuGvv/4Se6wy+af5xyhC2aTofBVQ/L0+evQoVFVV0bFjR6H9J0+eRFlZGXx9faXK//z5EwUFBXj58qVChZiHDRuGcePGYdOmTeDxeHjx4gWuXr2KSZMmSaUR4WPRokXw8vLCzZs38ePHD0yePBn379/Hhw8fcPnyZbn1+p/CP+05/o1/LwoKCv5pFRhkZ2fT8ePHqaSkhIhIppV9IqKnT5+Si4sLOTs7k5qaGjVt2pRMTU3JycmJNXomOjqazMzMaNCgQbRkyRKZI/qIiKKiosjIyIgWLFhAFy9epIsXL9L8+fPJyMiIZs+ezSovGA0oLhpOR0eHNm7cyNrOwYMHSU1NjQYOHEjx8fEUHx9PQUFBpKamRvv27eN0LXZ2dnT48GEiqlgxy8nJISKimJgY6tevH6c2qlatSpmZmURE5OzsTAcOHCAiorS0NNLV1WWVVyTCQRkRkvb29hQbGyuyf+3ateTg4MCqf+/evWnYsGFC+n/58oXatWtHwcHBrPJEFVHWbdu2JR6Px0Sq8Hg8ateundhIYj7YojJlidDcu3cvubi40ObNm+nmzZsyR+x++vSJNm3aRN7e3qSmpkaOjo4UFRXFvFNc0Lp1axo2bBiVlZUxK8AFBQXUqlUr2rNnD+d2/gkIRsoIRvuK27jAwMCA+Rb+CVhYWIiNCpQFRUVFNH36dGrWrBnZ29uTra2t0MYFOTk5NHToUGrUqBE5OztTYGAgZWRkKKQXUcU4xDWrgI+vX7/Kda6WLVtS+/bt6dWrV8y+V69eUYcOHahVq1YS5Q4cOEAHDhwgHo9HiYmJzO8DBw7Q3r17KTQ0lBwdHTnpkJOTQ97e3hQfHy/X9z148GD6/PmzyP6ioiIaPHgwJx2I/i/S1tfXlzQ0NMje3p6mT58uNormV+Ddu3c0evRocnZ2JlNTU05ZJp8+feK8ccH58+dJV1eXnJ2daciQITRkyBBydnYmPT09unjxIqc2+GO+pI0NglGNlTeu32ZQUBDZ2NjQnj176OnTp/T06VPavXs32dra0sCBA1nlFbWliCqie6tUqUI+Pj6koaFBvXr1ImdnZ6patSqnsUcZOujp6ckd+UxEZGZmRrq6utSvXz86cuQIlZaWyt2WvJgxYwbp6urS1KlTmT5m6tSppKenRzNmzODUxvnz5zlF/7Hh+/fv9PDhQ7naunDhAhkYGJClpSUT0WhlZUUGBgZ04cIFTm3IM+ZIy3CRNdtFEPKOORYWFowtLoj9+/dT9erVObWhaKamq6srE+0qiDlz5pCbmxsnHXbv3s3M8yZMmEATJkygZs2akZqaGu3evZtV/sKFC2Lfo58/f0p9HypHxUrb/pOgyPw7NjaWWrVqRaqqquTq6krR0dGscwsu9rAs30VYWBjVrFmTkpOTqaCggAoKCmj79u1Us2ZNGjduHKu8ovNVIsXfa3d3dzpy5IjI/mPHjlGdOnU46VC9enXmOuRFeXk5zZ07l3R1dZn+SUtLi4mi5YLCwkKaO3cuBQQEkK+vL02bNo1evHihkF7/S+ARKUB49Rv/1VBWNcji4mJcuHBBLKk3W4SGMqr/8lFaWork5GSh6OHAwEBoa2tLlZMWvcbj8ThVayUirFixAkuXLsWLFy8AANWrV0dERATGjh3LGiXKL/5kZ2eH69evCxWH09DQQJUqVTgXbDly5Aiio6ORlpYGbW1t1KlTB7NmzeLMJ6qrq4sHDx7AysoKFhYWOHLkCFO1tl69egyRvzR069YNnTp1wrBhwzBp0iQcOHAAwcHBTOTE6dOnpcpfunQJvr6+GDBgAOLj4zFixAihCAe2Iif0/yM9Vq1aJcSNxhVr167F+PHjMWTIECHuxvj4eMTExEjlJAUqVnp9fHxARMjOzkbDhg2RnZ0NMzMzXLx4kVPUTp8+fZCXl4fExESmwEpmZiYGDRoEBwcHZoX4V0JcJXN+NC+XiF1tbW0YGxujT58+CAwMFCq+xxVGRka4du0anJycYGRkhKtXr8LZ2RnXrl3DoEGDmCg7aUhJScG6deuQl5eHXbt2oUaNGkhKSoKtrS1atGjBSY/Xr19j0qRJDL9r5aFV3L0Q5FO8c+cOJk2ahIiICCFO06VLl2LRokWcOI0HDRoEDw8PiTxwXKBIf7106VLk5eVh9erVcvNx9evXDxcuXEBQUJBY3uRx48bJ1a4ykJSUhClTpjB9uCSUl5dj3rx5iI2NxevXr5niiTNmzICNjQ1CQkJYz5WdnY0ePXogKysLlpaWACr6jVq1amH//v0So9z536S4qHp1dXXY2Nhg6dKl6Ny5M6sO/OKDghG+snzfkiq+v3v3DtWqVeNUIKVv3744fPgwdHR00Lt3bwQGBkqNxAMgEpUqDVyiRP38/JCTk4OQkBCxXL/i+AJVVFSUVvyIjxcvXuCvv/4SihwePXo0w937n4CSkhJMmjQJmzZtYvgg1dTUEBISgsWLF7NmLChqS/Hx6dMnrF69Gunp6Yw9GBoaCgsLC1ZZZejQtWtX9OjRgxPXpDiUlpYy3M8HDhyQmftZGTA3N8fKlStF+Kq3b9+OsLAwvHv3jlM7ubm52Lx5M3JzcxETE4MqVarg2LFjsLKygqurq1TZr1+/YsyYMQoVqnV3d0ezZs2wdu1axo4uKyvD6NGjceXKFdy9e5fTdfyTUMaYo6WlhYyMDDg6Ogrtf/ToETw8PDhVnedD3kzNPXv2oE+fPvD29hbLB969e3fWNuzt7REYGIjZs2cL7Z81axa2bNnCWqRU0rj1/v17VKlSRWJ/PXjwYFbd+OCSWVRaWorz588jNzcX/fv3h76+Pl68eAEDAwOJ85Z69epx7gPZeLSVMf+2tLREv379EBgYyDkzhGtmFMCtZsePHz8QERGB2NhYxuZQV1fHqFGjsGDBAlZuVUXnq4Di77W2tjYePHggwledn58PV1dXhu9cGqKjo5GVlaUQbzIfP378QE5ODoqKiuDi4sJpHv3z50/4+PggNjaWc1HW3xDFb8ftb0jEnTt3sG3bNiQnJ+Pt27ecqkGKa0NaGjOb03PgwIF48+YN4uLi4OzsjPT0dNjZ2eHEiROYOHEi7t+/r4xL/VvBTweUNSX+58+fGD58OGbOnCl3KrQy4OTkhMTERDRp0gQtWrRA586dMXXqVOzYsQNhYWF48+YNaxt5eXkoKipCnTp1UFxcjPDwcCYVadmyZUz6tzTk5uZiwYIFQhOvKVOmMNVgpaG8vBxaWlq4f/++3APIvn37sHTpUqFUrIiICHTt2pWTfGlpKXbs2CGkP5eFBD4MDQ1x+vRpNGrUSGj/9evX0aFDB05E8UCFMyo2NhaPHz/G1atXYW1tjRUrVsDW1pb1WtgKubA9x1OnTsHLy0usA5grzM3NmXfH0dERq1atQseOHfHw4UM0aNCA1aDZs2cPgoKCEBgYiKSkJGRmZsLOzg6rV6/G0aNHcfToUU56+Pr6oqCgAGPGjBHrcGS7l40bN0ZkZKQIzcDRo0cxY8YM3Lp1i1WHuXPnYunSpfDy8hJbTILNSaVof929e3ecO3cOJiYmcHV1FUml3rt3L+s1GBkZ4ciRI4xxKw/Ky8uRk5MjtkCauMIKlcGnU+GD/n9Rj5s3b2LGjBlCRcDEYfbs2UhISMDs2bMxbNgw3Lt3D3Z2dtixYwdWrFiBq1evcroOIsKpU6dEUvy5TMyUkTrr4uICZ2dnTJ48WazDUtL3/fnzZxARjI2NkZ2dLbTQWFZWhkOHDmHq1KmsDnAACAwMRGBgIDp27Mh5cZLr+Mh14VVfXx+XLl3iPPEElD/5VDa+ffsmsjDDJe0UqJi0PX78GPb29jJNAMvKynD58mW4u7tDQ0NDiD5DFooZPuS1pZQJeXWIjY1FVFQUAgMD5SoEKYiSkhLs27cP27Ztw+nTp1GzZk2Jzqn69evjzJkzMDY2ZnXysDl2jIyMcOPGDREbKisrC40bN+Zkg1y4cAG+vr7w9PTExYsX8eDBA9jZ2WHBggW4efMmdu/eLVV+3LhxuHz5MlasWAEfHx9kZGTAzs4OBw4cQGRkpNQiUXxoa2sjLS1NJI2eq8OyoKBA6t+trKxYdUhMTESfPn1E5lY/fvxAcnIyBg4cKFVeGWNOkyZN0KRJE5GFr7CwMNy4cQOpqamsbSgDt27dwvLly4Vs6/DwcFYaMD50dHSQkZEhsriZnZ2NunXroqSkRKq8iooKXr9+LTRuARXvdcOGDcWm8j958oTTvIUrnjx5Ah8fHxQUFOD79++MI37cuHH4/v27xGJSUVFRnM/BZscoY/5NEooP/l0QHHM0NTXlomxSxnwVUOy9rlatGrZt24Z27doJ7T99+jT69+/Pad7dvXt3nDlzBnp6enB3dxcZc7jY50OGDEFMTIzIeFdcXIywsDCxxeYEIThf+w358Ntx+xusICKmGuSePXukVoOsjDZt2sDR0RGxsbEwNDREeno61NXVMWDAAIwbN05kglwZ1apVw4kTJ1C3bl3o6+szA0deXh7q1KkjlW9QGfxR/zYYGRnhzp07Cjtuf/z4IdapwcXAnDp1KgwMDPDnn39ix44dGDBgAGxsbFBQUCC20vK/Fa6urti4cSOaNm36t57358+fqF27Ng4fPsxEysoDfX19pKSkwMPDQ2j/nTt30Lp1a048UWvXrsXMmTMxfvx4zJs3jzH24+PjkZCQoFSOK2l4+/YtHj16BKBiYaCywSwNHTp0QHBwMPr3749hw4YhIyMDY8eORVJSEj5+/Ihr165Jla9Xrx4mTJiAgQMHCvUxd+7cga+vL6dKyIDk58EV2trauH37tsg78eDBA9SvX59TtIui2QGK9tdsESdcokxsbW1x9OhRub8NfpQoP0tBEFyjGytfh4qKCszNzdGuXTt06NCBVd7BwQHr1q2Dl5eX0Dv18OFDNGvWDB8/fpQq//PnT8aZ4Obmxnq+XwVdXV2kp6fLzGHNFm3K4/EQFRWFadOmKari34JGjRph1apVf/tYAVQ4G2bOnIl169aJOFY/ffqEUaNGYe7cubCzs2Ntq7i4GFOmTMHOnTvx/v17kb+zfRslJSUICwtTKLpRS0sLDx48+EcWn9+9e4fi4mKhifb9+/exZMkSFBcXo1u3bujfv//foou0xUpZorD5ePfuHZKTkxEbG4sHDx5IlI+KikJERAR0dHRYnTxsjp2wsDCoq6uLVJefNGkSvn79KpHDUhDNmjVDQEAAJk6cKNRXXr9+HT169GDl47a2tsaOHTvQtGlTIfmcnBzUr1+fkx3k6emJiIgIkayW/fv3Y8GCBawOS7b+jsuzlDfKkw9FxxygwoneqVMnWFlZCWX9PH36FEePHkXLli1Z2wCAGzdu4Ny5c2LnGJXflV8BPz8/BAQEiIzjmzdvRnJyMk6cOCFWjm/fHDhwAD4+PmLrXzg5OeH48eMisvPmzcPLly+xevVqpVxDt27doK+vj40bN8LU1JR5nufPn8ewYcMYTulfCUXm34IoLCwU4Y8OCQkR4rWWBkUz4hQZcz5//oxr167hx48faNy4sUxzE2VixIgRuHr1Kvbt2wd7e3sAQE5ODnr27IlGjRohLi6OtQ1l2OeKZlFNmDABmpqa/zF+gn8l/kZaht/4L4Cs1SANDQ2ZqtSGhoYMv0pqaio5OTmxyitS/VeZ/FFPnz6lv/76i6ZMmcJwJvE3Lnj16hUNGDCALCwsSFVVVS7+SiKigQMH0rJlyzgfXxlZWVnUokULhfiCKuPKlSu0dOlSOnjwIGeZkJAQOnfunFzn46O0tJR27dpFs2fPptmzZ9Pu3btl4jc7ePAgtWjRgu7evSu3Dt+/f6enT5/SkydPhDY2KINryN/fn1q1akXPnz9n9j179oxat25N3bp149SGs7Mzw20s+H3dvXuXTE1NOety//59OnbsmBCfpjiutMooLi6mwYMHk6qqKvM9qqmp0ZAhQ6i4uJjTuW/cuEFnz54logre344dO5K+vj7Vr1+f7ty5wyqvra3NcA0K3oPc3FzOFcKJKu6lLFXiK6NevXoUFBRE379/Z/Z9//6dgoKCqF69eqzy5eXllJ+fz/CQyQNF+2tlICkpiXr16sX5+VdG3bp1KSAggDIzM+njx49UWFgotP0d0NLSYnjcBN+p+/fvc+ZEs7W1pbS0NIX0OH/+PHXu3Jns7e3J3t6eunTpwpkPlYioc+fOnDgBxZ333LlzxOPxaO/evXT+/Hlmu3LlilCfxbU9ea7j06dPYquhl5WVceaWJSK6fv06tWvXjs6fP0/v3r3jzFGblZVFffv2FXtMYWEh9evXj3k3JGHYsGEUEREh8e+TJ0+mkSNHcroOPk/v7t27SVtbmzZt2kRz5syhmjVr0pYtW1jlx44dSw0aNKCUlBTS1dVldN+/fz95eHhw0qFBgwZ0+vRpTseKgyK2VN++fWnixInM79evX5OxsTG5urqSv78/qaurU2Ji4i/VQZn4p7mfx4wZQwYGBuTq6kohISEUEhJCbm5uZGBgQGPGjOFkJ+vq6jK87IJ95ePHjzmNv9ra2oyMoHxaWhoZGBhwuo7k5GSysrKixYsXU0pKCqWkpNDixYvJxsaGkpOTWXm909LShLYbN27Q+vXrqXbt2px59nk8ntjaBGlpaZx41ZUx5hARPX/+nKZNm0Y9evSgHj160LRp02Tqr+fNm0c8Ho9q165NrVu3pjZt2jBb27ZtObfz+vVrunv3rsy86kQVtSbMzc0pNDSUkpKSKCkpiUJDQ6lKlSq0du1aiTaqIvUvSkpKqH///tSjRw8iIvLw8KB69epJ3NhgYmLC2GKVvwttbW1O90FRKDL/5oN/bI0aNRh+35o1a5KpqSndunWLVZ4/Vg0dOpQ0NTUZHVatWkW+vr6cdJB3zLlz5w5ZWFgwc2QDAwM6fvy4zO3wUVZWRo8ePaKUlBS6cOGC0MaGwsJCatq0KampqTG88mpqatS2bVv6+PGj3DpxxadPn6iwsJB4PB7l5OQI2T8fPnyghIQEsrCwYG2HP2Y0aNCAhg8fLpc/5X8dipFc/Mb/BGSpBlkZ6urqTGRBlSpVUFBQAGdnZxgaGuLp06es8opU/1W0QjofZ86cgb+/P7N67ebmhvz8fBAR6tevz6mN4OBgFBQUYMaMGWLTqLmiVq1amD17Ni5fvixXKnRwcDDU1NRw+PBhhfQQRLNmzVg5ByuDT71hbm6Ovn37YsCAATKlod6/fx/+/v549eoVk962cOFCmJub49ChQ5yi1AYOHIiSkhLUrVsXGhoaIhQF0ipsZ2dnY8iQIbhy5YrQfuLIWRgaGoqFCxcqxDW0evVq+Pv7w8bGRogD083NjXP18sePH4tN09HU1OTEmZSXl4fu3bvj7t27Qpya/PeK7T5MmDABFy5cwKFDh4SqGI8dOxbh4eFYu3Ytqw6CvLhVqlQRGw0hDdWqVUNOTo4Id9SlS5c4RbHxsWLFCkydOhXr1q0TaYsLYmNj0aVLF9SsWRN16tQBAGRkZIDH4+HQoUOs8kSEWrVqKUT/oWh/zYciEdRLly5Fbm4uqlatChsbGxG6Bbb03ezsbOzevVvmKFFlwsXFBSkpKSIpdLt37+ac7jlt2jT8+eefSEpKkrlaPFBRdX7w4MHo0aMHMy5cvnwZXl5eiI+P5xRZ2KVLF0yYMAF3796Fu7u7yLOQlKnCT/1//PgxrKysFBpn5L2Offv2YcqUKUhLSxNJifz69SsaNWqEJUuWcKoSbmRkhM+fP4ukKbL194sXL4alpaVYCgJDQ0NYWlpi8eLFUvu5CxcuSO3Pe/fuzTlK9NChQ0hMTESbNm0wePBgtGzZEg4ODrC2tsbWrVsRGBgoVX7//v1MdKPgM3V1dWXljeRj7ty5mDRpEubMmSPWhmGja1DElkpNTUV8fDzzOzExESYmJkhLS4OamhqWLFmCv/76C0FBQb9MB2WhMvfzjBkzZLbDgIpouN27dyM3NxcREREwMTHB7du3UbVqVdSoUUOq7L179xgbmP/8zczMYGZmhnv37jHHSbs/RkZGePnypUg03J07d1jPD1SM/0eOHEFYWJjQueLi4jjfDz5H7+TJk8X+jY3XW5zt2rBhQ1SvXh2LFy+WmqnCp6vg8Xjw8vISsgfLysrw+PFj+Pj4sF6DomNOfn4+Tp06hR8/fqBv375yZ3rExMRg06ZNCA4Olkv+1q1bGDRoEB48eCB3xszo0aMBAGvWrMGaNWvE/k1ce/yIQxsbG0yaNEkm+hZtbW1s3bqVoZno2rWrQv1CeXm52Gt99uwZZ1qWsrIyLF++HDt37hRbs0DaHAdQbP7Nx4QJE+Dv748NGzYw73ZpaSmGDh2K8ePH4+LFi1Ll586di9jYWAwcOBDJycnMfk9PT8ydO5eTDvKOOVOmTIGtrS327NkDLS0tzJkzB2PGjJEr2lnRTDBDQ0NcuXIFp06dQnp6OlOfhgv1V2XIY58bGRkx/VRlDmz+NXCh6RAcM7KyskTa+A0O+Od8xr/xb4c81SAro3379rR161YiIho6dCg1btyYtmzZQh07dqTGjRuzyita/VcZaNSoEc2cOZOI/m/V8cuXL+Tv709r1qzh1Iaenh6n6D82KFrVWUdHRynRGA8fPqTQ0FBq164dtWvXjkJDQ5nVYa748OEDrVu3jlq3bk0qKirk4uJC8+bN41RpuWnTptSlSxf68OGDUHv+/v7UrFkzTudXpMJ28+bNqVWrVnT06FG6c+eOSMQFG7p160b6+vpkYWFBHTp0kLvibHl5OZ08eZJWrlxJK1eupFOnTnGWJaqIEt2/fz8RCa+or1y5klNUQOfOnalr16709u1b0tPTo8zMTEpJSaHGjRtziogzNTUVG3l99uxZMjMz43QNeXl5TFSAILKysji9S9HR0eTi4kKpqamkr69PKSkptGXLFjI3N6eVK1dy0oGIyMjIiDQ0NEhFRYX09PQ4VZ6vjKKiIlq3bh2z+rx+/XpOlZj5cHFxoatXr3I+vjIU7a+LiooUjqCOjIyUurGhbdu2dOzYMU7nEoSRkZHIM5O0sWH//v1kaGhICxYsIB0dHVq8eDENHTqUNDQ06OTJk5z08fDwID09PdLU1CRHR0fOETuvXr0iIiInJyex2RlLly6l2rVrc9JB0UyVY8eOUUpKCvN79erVVLduXerXr59Q3y0NtWvXlus62rdvTxs2bJD4940bN1KHDh046dCoUSNq1qwZJScn07lz54QiiM+fPy9RztHRka5fvy7x7zdv3iRHR0ep5xaMpBOH/Px8zhFYurq6TEZIjRo16Nq1a0RU0YdyicpTRnRj5XdI1qwfRWypyvfS19dXKJr50aNHnCLJlGXPFRUV0ZEjR2jt2rUUExMjtLGhf//+dOTIESotLZX7/Onp6WRubk4ODg6kpqbGPM9p06ZRUFCQ3O3KgvDwcGrRogW9fPmS9PX1KTs7my5dukR2dnac+vuUlBTS09OjkSNHkpaWFo0bN47at29Purq6dPPmTU465Ofnc95kQXZ2Nuno6Eg9hj+u8Xg8mjRpktBYFx0dTdu2bRPKwpEERcacs2fPko6ODvNdqqurU1JSkkzXyke1atXE2mNcUadOHerevTulpqbS48ePFbr//8no3bs3DRs2jIgq+pu8vDz68uULtWvXjoKDgzm1MWPGDLKwsKAlS5aQlpYWzZkzh0JCQsjU1JRTH6OM+beWlpbYOef9+/c5jVvKyIiTd8ypHBX88eNH4vF4MmXr8PFvyARTxD5XRhZVaWkpXbhwgbPt9xvi8dtx+xsSUbNmTYqIiFAoXVNaGjPXdgsLC2nu3LkUEBBAvr6+NG3aNHrx4gWrXGVDWNomDXp6eswgZWRkRPfu3SOiismKtbU1p2tQNI1aWWjYsKHQRFoe7N69m9TU1Khp06aMg6lZs2akpqYmV1otUQUVxaJFi6h27dqkqqrKeryWlhbzHARx9+5d0tLSkksHWaCoA1wwBUvcxgUJCQn07ds3kf3fv3+nhIQETm1s2LCBatSoQcnJyaSrq0vbt2+nuXPnMv9ng6mpKZO+ZmBgwDjvz5w5wyl1VltbWyxlxL1791gnPHy0atVKrKM9KSmJWrduTaWlpZSWliaRQqC8vJy5Zr4xo6WlRdOnT+d0fj4UWQhQFhSl/1C0vx4+fDjZ2dnR0aNHmTSqI0eOkL29Ped0bkWxd+9ecnFxoc2bN9PNmzc5p1oKPqulS5eSsbEx9e3blxkj+vbtS8bGxpypai5evEje3t5kbm5O2tra5OnpSSdOnOB8HfI4sM+cOUOurq5ERKShoUHZ2dkix2RnZ8tEAaII3Nzc6MiRI0RElJGRQRoaGvTHH39Q06ZNOfdz8l6HhYWFWDlBeS6pfUQV/ZSsC5NEynG6Vq1alc6cOSPx76dPn6aqVaty0sfd3Z1xNHt5eVF4eDgRVdhKNWrUYJVv2bIls5jFdyYQVaQ/duzYkZMOlZ3eXJ3gfChiS1WpUkWoHzM1NRWyWbKysjg5sJVhz92+fZuqVatGBgYGpKqqSubm5sTj8UhXV5fTIrwy4OXlxTiuBZ0ily9f5mzbKorv37/T0KFDSU1NjXEaqqio0IABAzg7pXNycmjo0KHUqFEjcnZ2psDAQMrIyPjFmv8fKlOnFBYW0oMHD6hPnz5Ut25dTm3Ex8fT169fFdJD3jHH09OTunbtSi9evKAPHz7Q6NGjOfeNlbFw4UIaN26cXLJEFe+htH77V6FevXqMQ0lRmoPK+PLlC2d6HT4KCgrIxcWFnJ2dmfmWqakpOTk50evXrzmd187Ojg4fPkxEwvPYmJgY6tevH6c25J1/81GlShWx7+Dx48epSpUqrPK2trZMQIpgH5WQkEDOzs6cdJB3zOHxeCL3WnDckwU6OjoKv9eKLPQRKcc+z8/Pp/LycrmvQVNTU6779xv/h9+O29+QCEU+zn8DpEWnyhKpWrVqVca55OzszPAipaWlceaOOnHiBHXo0IFTBCBXlJeXy/yMzpw5Q82aNaNz587JxNUnCDs7O5oxY4bI/pkzZ5KdnZ1M+hAR/fjxg/bt20c9e/YkLS0tql69OqtMnTp1xE5mz5w5Q25ubpzPXVpaSrt376Y5c+bQnDlzaO/evZwmC8pwgCsKFRUVsQbcu3fvZOLZ27JlCzk4ODBOyxo1alBcXBwnWSMjI2YQtrOzY5x+OTk5nFbT27VrRwEBAUITlpKSEgoICCAvLy9OOvCjdCojOzubeDweNW7cmGxsbKh58+ZS2/n+/Tvdv3+frl27Rl++fOF07l8BefmCiYSjfrW0tOSK+lUEyoigJqqIbNiwYQNNnTqV3r9/T0QV/OrPnj1jlZUUHSoLj3ePHj1o1apVIvtXrVpFXbt25XwdfyeSk5PJ0dGR+Rbs7e0pNjZW5Li1a9eSg4OD3OeRhU9NV1eXGfNmzZpFPXv2JKKKZ8nV2SjvdUiK9OEjMzOT8yJfy5YtZc5mIFKO0zUgIEAqZ7m/vz/16tWLkz7Lli1jJnmnTp0iLS0t0tTUJBUVFVqxYgWrvDKiGxWFIraUv78/DRkyhMrKymjXrl2koaEhFP1z+PBhTtHoyrDnWrduTcOGDaOysjLGIVFQUECtWrXizIuq6ETewMCAceYIOkXy8/M5Le58/fqVFi1aRL6+vtSgQQOFHFxPnjyhI0eO0I4dOxSK2JQXz58/px07dtCqVatkvpeVI/n4442VlRVduXLlb9BeMRgaGtL9+/eZ38XFxaSqqkrv3r2Tua2ysjLy8fEhOzs76ty5s8zZZF27dpU7AEQQ169fp4ULF1J4eDgnHs3IyEgm6lDRrB+iiiwGPz8/0tHRkbueyM+fP2nLli0UERFBo0aNog0bNshUw0BHR4fJsKhWrRoTPZqbm8s5Q0JRhIWFUc2aNSk5OZkKCgqooKCAtm/fTjVr1uTk4FdWRpw84PF4dO7cOaGFf11dXTpy5IjMvMvyZoLxoYyFPmXZ5xcvXqTAwEBq1qwZY5MnJiZymhMrynH/G785bn+jEjIyMuDm5gYVFRXcvXtX6rF8HkZZ8OPHD/z48QN6enqcjmfjv5HG7/L48WOZdJOEpk2b4tKlS3B2doafnx/Cw8Nx9+5d7N27l3OV6T59+qCkpAT29vbQ0dER4Qpk4xoSRGJiIhYvXszw7Dg6OiIiIoKVlw0AvL29AQBeXl5C+4kjNysAvHz5EgMHDhTZP2DAACxevJjLJQAAzp07h23btmHPnj0oLy9Hjx49cPjwYREeQT4EqwPPnz8fY8eORWRkJPMMUlNTMXv2bCxcuJDT+XNycuDn54fnz58zPLnz58+HpaUljhw5wlTuFIeFCxdi8uTJiI6OFsv9yMbTpwzwn1llPHv2jHO1VgAIDAxEYGAgSkpKUFRUJFItVBrc3NyQnp4OW1tbNGnSBIsWLYKGhgbWr1/PiR82JiYGHTt2RM2aNRmeuPT0dGhpaUms/FsZPB4PX758Edn/6dMn8Hg8nDt3Di9evGDlbNPQ0IC+vj709fU590+S8O3bNxE+MbZ3QlG+YKCCZ1eZkLW/LikpQdWqVUX2V6lSBSUlJZzayMjIgLe3NwwNDZGfn49hw4bBxMQEe/fuRUFBARITE6XKK6PfP3HihNh+xMfHB1OnTuXczs2bN4UqKTdo0EBh3SRBR0cHly5dYvjKwsPDMXbsWKSlpaF58+YAKrhh4+PjERMTw6nNhQsXwsbGBn369AEABAQEYM+ePbCwsMDRo0dZeck1NDSY53769Glm3DAxMeFU7V2R67CxscHNmzdRu3ZtsX+/efOmCB+kJISFhWHcuHGIiIgQ299LsoVatWqFVatWSRzTVq5cyVqp/Y8//kCzZs3Qq1cvTJ48mRmrHj58iEWLFuHEiRMiXOuSMGHCBOb/3t7eePjwIW7dugUHBwdO9lyLFi2QlpaGBQsWwN3dHSdPnkT9+vVx9epVuLu7c9KBj5KSErG8i2x6KGJLzZkzB15eXtiyZQtKS0vx559/wtjYmPl7cnIyw8/8q3TgIy0tDevWrYOKigpUVVXx/ft32NnZYdGiRRg0aJBUXlSgggPWz88PJSUlKC4uhomJCd69ewcdHR1UqVKFtd4BUMFlL+47zMrK4sR7GBISgpMnT6JXr15o3LixQhyFVlZWsLKy4nQs174D4GaLxcfHY8SIEdDQ0ICpqanQdfB4PNZ7ee7cOaHfKioqMDc3h4ODA+caBorykSqCz58/w8zMjPmto6MDbW1tfPr0CaampjK1NXbsWJw7dw5t27YVuZdcEBcXh0GDBuHevXtwc3PjzKsuiOjoaEyfPh1OTk6oWrWqyPMUh1mzZgGoeA5t27ZFnTp1YGRkJJPughgwYACICJs2bRLRgQ0/f/5E7dq1cfjwYcY+lwc1a9bEy5cvYWVlBXt7e6a/vnHjBjQ1NTm1UVhYiOvXr+PNmzcidWPEzQMrY8mSJeDxeBg4cCBKS0sBVNRSGDVqFBYsWMAqP3XqVJSXl8PLywslJSVo1aoVNDU1MWnSJIbXmgs+fvyIjRs3CtljgwcPZq0f4OXlJcJJ27lzZ1be68oICwtDeHg4Xr16JZMNwceECRPQpUsXxMbGwtDQEKmpqVBXV8eAAQMwbtw41vMDyrHP9+zZg6CgIAQGBuL27dv4/v07gIr5VnR0NI4ePSpVXlGO+9/Ab47b3xCGYGqAYKSSPJFLmzZtojFjxjDViqdOncpEg3l7e3NazZUUPSVv9d7v37/Tw4cP6efPn5xlcnNzmVW1oqIiGjFiBLm7u1OPHj04cy4pK4166dKlpKOjQ5MnT2Yi8SIiIkhHR4dTCq+iaYpEFbxwmzZtEtm/adMmzpyB1atXJy0tLerWrRvt2rVLbMp/ZYjjJxLcJwv3Iv86fHx8mIg+oopoVR8fH/Lz82PVRVKUhaTzs6VfcY1U4bejoqJC7u7uQnJ16tQhfX19CggI4HQPFMXx48eZ6KDs7GxycnIiHo9HZmZmUiPNBFFcXEzr16+niRMn0sSJE2WOKujcuTMFBAQIRUqXlpZSz549ycfHh4gqIogkRUr8/PmTpk+fTgYGBsxzNDAwoGnTptGPHz8461FUVEShoaFkbm4u8l5weScV5QtWFMror5URQf1vSN+1srKiJUuWiOxfsmQJWVlZsco/ffqUWrRoQTwej4l25vF45OnpSU+fPuWkQ2lpKS1evJgaNWpEVatWlSt6eu/eveTp6UkmJiZkYmJCnp6eDKc1F9jY2NDly5eJiOjkyZNkZGREJ06coJCQEGrfvj2rfJcuXahjx440e/ZsUldXZ6IzTpw4QbVq1eKshzzX8eeff5KVlRXD+SuIly9fkpWVFf3555+czi9vFPft27dJU1OTevbsSdeuXWP47FJTU6lHjx6kqanJqbL2oUOHxPYr5ubmnKPx/y148+YNderUSWwfyaWfVNSWevv2Le3fv59SU1NF/nb48GFOaZzKsOfMzMyYyNJatWox1cofPHjAiSZIGRG7ISEh1K1bN/rx4weTAvzkyROqV68ep2g4AwMDunTpEqdzSUJpaSnFxcVRv379yMvLi9q2bSu0iYM420ve94moghZu7ty5VFZWptC1KAJF+UjZ7gmbbGJiolCGj46ODq1fv17mrB89PT0mPV8eHDx4kAwNDeXmVSeqSM/fvHmz3DooI51bV1dXLnodPqpXry6WRkwWTJkyhebNm0dEFRk5ampq5ODgQBoaGjRlyhRW+YMHD5K+vj7xeDwyNDQkIyMjZpM1g6u4uJgyMjIoIyODU72DBg0a0Nq1a5lMUEUy4i5cuEAGBgZkaWnJRH5bWVmRgYEBXbhwQaKcMnmv5bEh3r59S76+vkRUERXPf58MDQ2ZdyM1NZWcnJw46aAM+9zDw4Oh4hO0z2/fvs0pi0pRjvvfIOIRVVpK+I3/aTx58oSpAv3kyROpx0qLVpk3bx7mzZsHT09P3L59G71798b+/fsxfvx4qKioYOXKlejcuTNr1fhPnz4J/f758yfu3LmDGTNmYN68eSKRo5JQUlKCsLAwJCQkAKiIKLCzs0NYWBhq1KghUxTVPwlbW1tERUWJrHQmJCQgMjJSaVHGlXHw4EHm/y9evMDMmTPRu3dvoWjXXbt2ISoqCiNHjmRtb8OGDQgICJBpRfvChQucj+USNaOrq4vU1FSRSKH09HR4enqiqKhIbl3EnV+w4ua3b9+wZs0auLi4MJWPU1NTcf/+fYwePRrz58+X2Da/naioKISHhwtFQ2poaMDGxgY9e/aEhoaGWHl+FWMuuH37NqfjBPHhwwcYGxv/bRVCMzMz0apVKxgZGTHRaykpKfj8+TPOnj3LGmk7atQo7N27F7Nnz2aexdWrVxEZGYlu3bqx9lF8hIaG4ty5c5gzZw6CgoLw119/4fnz51i3bh0WLFjAGjVhZmaGs2fPok6dOjA0NMT169fh5OSEs2fPIjw8HHfu3OGkBx+yRP0qq7++d+8eOnbsiO/fv4uNoHZ1dWXV29DQELdv34a9vT309fWRnp4OOzs7PHnyBE5OTvj27Run68/MzBQbucQlYic+Ph5Dhw6Fr68vmjRpAgC4du0ajh8/jg0bNrBWzPbx8UFhYSESEhKYCMlHjx5h8ODBMDAwwPHjx1l1mDlzJuLi4hAeHo7p06dj2rRpyM/Px/79+zFz5kxOEXWKQltbG1lZWbC0tMS4cePw7ds3rFu3DllZWWjSpAk+fvwoVb6goACjR4/G06dPMXbsWISEhACoiB4pKytjKnD/Cnz58gXNmjVDQUEBBgwYIBSpunXrVlhaWiI1NZVThW5FbKHDhw9jyJAheP/+vdB+U1NTxMXFcXofAeDr1684fvw4cnJyQERwdHREhw4doKOjI1Vu5cqVGD58OLS0tFjvt7h36vPnz0y/wRbpyCVaJjAwEE+ePMGKFSvQpk0b7Nu3D69fv8bcuXOxdOlSdOrUibWN/wZ06NABwcHB6N+/P4YNG4aMjAyMHTsWSUlJ+PjxI65duyZV3sjICNeuXYOTkxOMjIxw9epVODs749q1axg0aBAePnzIqsOnT5/Qq1cv3Lx5E1++fEH16tXx6tUrNGvWDEePHhWJhqoMFxcXJCcny5V9x8eYMWMQHx+PTp06wcLCQsRuWL58uYiMoP2Vn5+PqVOnIjg4WGj8TkhIwPz58zFo0CBWHUxNTXH9+nWpWVbSIGgfC4LH40FLSwsODg6wtbWV2oa9vT1WrlyJTp06QV9fH2lpacy+1NRUbNu2Tar8gQMHhH7z50oJCQmIiopi+l5xUFFRkdo2/1q4RBZaW1vjxIkTEjMd2GBjY4POnTtjxowZYqMDucDCwgIXL15ErVq15JJv2LAhFi5cyHl+KQ5t27bFtGnTmCxHWREdHY2srCzExcVxjtpmw9WrV3H16lXUqlULXbp0YT3e0dERfn5+iI6OZh1nlI2QkBDs2rULZWVl6NmzJ4YMGYI2bdrI1Za7uzuaNWuGtWvXQlVVFUBFZPXo0aNx5coV1uxiZUBWG+L69evo168fFi1ahJ49e8Lc3BxXrlxBrVq14OjoiFWrVqFjx454+PAhGjRogOLiYlYdlGGf6+joIDMzEzY2NkL2eV5eHlxcXFjtc3nmzr9RCf+w4/g3/oUIDw9XqPASEZGDgwNt27aNiCoK3qioqAjxFh09epRT5JIknD9/nurXr8/5+LFjx1KDBg0oJSWFdHV1mVWi/fv3cyqipAzk5OTQtGnTqG/fvkxU89GjR8UW2ZIETU1NsXyeWVlZMhWcKS4upgcPHnAu3COturg8K+L/BhgbGzPRZIK4dOnSL+cDDQkJEVv8aubMmTR48GBObchbzEKQq2vq1KlkYGAgUmjOwMCApk6dytpWUlISFRUVyayDILKysmjdunU0Z84cioqKEtq44vnz5/THH3+Qn58f9ezZk6KiooQiqaXBwMCAjh49KrL/yJEjMvGAWVpaMvxRgry7iYmJzKq5NCjKF0wkf9SvMvtrRSOozc3NmcI/giv6J0+epJo1a7LK5+bmUp06dUQyRmTN0khNTaX+/fsz0ez9+/cXG6UnDlpaWmKLF928eZPzs1RGYREios+fPwvxmMsSrWJhYcH0kY6OjrRz504iInr48CHp6+tzbuefQmFhIY0aNYpMTEyY98DY2JhGjRrFubLxjx8/yM7OTqHop5KSEtq7dy8tWrSIFi5cSPv27eMUdaQM2NjYMNHy8nD9C3KpS4rqk2Xsr1atGl27do2IKvrJR48eERHRgQMHyNPTk1MbyrClFIWiOihaCFLRiF1BXLp0if766y9auHChTFzOR48eJR8fH85RZ+JgamrKFDCUB+3atWPGLkFs3bqVWrduzamNiIgImj9/vtw6iMtOrBxR16pVK6l9zq/iI926dSv5+/vLLS8rNm3aRL1795a7fxMc6+SFogXSjh07Rh4eHnTo0CF68eKFXLVAcnJyyNvbm+Lj42UqkspHt27dSF9fnywsLKhDhw4ycwUrAzo6Ooz9JSsGDx7Mug0ZMkRqG8XFxbR582Zq3bo1qaiokL29Pc2bN49TrQNBaGlpiY1+fvjw4d9SzFoerFq1SiiboX379rR161YiIho6dCg1btyYtmzZQh07dqTGjRtzbldR+1wZxeJ+QzH8dtz+hggcHBxIRUWFmjVrRhs3bpTLMaOhoUEFBQVCvwU7zmfPnpG6urrcOj548IBzYTCiitTXq1evEpFwZ5OdnS12AmpsbExv374lImLSQiRtXHD+/HnS1tYmb29v0tDQYM4/f/58pmALF7i6ujKpL4KYM2cOp6JciqYpKhM3btygiIgI6tOnDyejpLLhI23jgqCgIHJ1daXU1FSm0NvVq1fJzc2NBg0axCqvCEG7gYGB2AIcWVlZMhvp379/p6dPn9KTJ0+ENi5Q1IFsZmZGurq61K9fPzpy5AjnKtB8rF+/nlRVValq1apUt25d8vDwYDZ5qvfKA3Nzc7FOmczMTJkI+3V1dZn7XqNGDcY5kZeXx6mvatGiBe3bt4+IiPr160c+Pj506dIlGjhwILm6unLSYfTo0eTs7Ey7d+8mbW1t2rRpE82ZM4dq1qzJUCCIw6/ur2WBoum7ilJO/PjxgwYPHqxQqmStWrWY5y+Ia9eukb29Pac25J3I37lzR2ihQE9PT6iPV1VVpevXr3PSITQ0lKytrcnb25tMTU0Zp+/27dtl/j6/fv0q0wSY70yUtnEthlleXk5v3ryh169fy1V0VRlpq/+pOH/+PEMtpQyqJX19faaol5WVFTM5zcvL47SooSxbShEoosOMGTOEnFpcFxAqQ9GJfHJyMvXv35969epFa9eulUuHN2/eUJs2bUhFRYX09PTkso0tLCwY57080NbWFmtLPXr0iPMiWWlpKfn4+FDr1q1pzJgxnIpZCeL06dPUpEkTOn36NH3+/Jk+f/5Mp0+fpmbNmtGRI0fo0qVL5OrqKtVR5ejoyCwMenp6Mo7k5ORkMjc353Qd4pCbmyvTXElReHh4kL6+Punp6ZGbm5vMBesGDhxIGzZsUEgHRQukKSOd++rVq2Rrays31WBwcLDUTRoePXokYn+cPn2a2rRpQ40aNRI7hxSH7t27044dOzgdWxndunWTuHXp0oW0tbVlmnPyF8qsrKxITU2N/Pz8OFPCNG/enLGtBbFv3z5q0qQJZx0URWJiIjVv3pwsLCyYxa7ly5dzoq9SdKFPWVBGsbiPHz/SkiVLKCQkhEJCQmjZsmVUWFj4izX/78Fvx+1viMWFCxdo0KBBpKenR3p6ejR48GCx0YmSIMiVSyTsLCUievXqFadOu7JDLi0tjY4dO0atW7fmHJ1BVGHc8c8vqEtaWprYSXB8fDzDu6oMPrOmTZvS0qVLRc5/7do1qlGjBufr2L17N6mqqjK8gbNnz6aOHTuSmpoa7d27l1W+f//+5OnpSTdu3CBdXV06efIkJSUlkZOTE2deqoSEBLGctN+/f2e4b9iwfft2UldXp86dO5OGhgZ17tyZHB0dydDQUKJRIimqQd6o348fP1LXrl1JRUWFNDQ0GD7Pbt26sQ4ifMfY0KFDSVNTk3meq1at4hRdWbVqVbEcXJs3b6YqVapw0j8rK4tatGihUPSTog7knz9/0qFDh6h///6kq6tL5ubmNHr0aM59hZWVFS1YsIDTsdLw8eNHOnHiBCUlJVFCQoLQxoaoqCjq16+f0Dv97ds3CgwM5FxBmIjI3d2dcV54eXlReHg4EVVESHL5xpXBFyxv1K+y+muiiiiG0NBQateuHbVr145CQ0NlyuAoLCwkb29vMjIyIlVVVbK0tCR1dXVq1aoVp0VEU1NTZvHGwMCAcUCfOXOGc3aFgYGBQo7b/fv3U+PGjenGjRvMvhs3blDTpk3FTiDEQd6J/JAhQ4QmZnp6erR161Y6f/48nTt3joKCgmjAgAGcdPjx4wctXryYxo4dKxRBvGzZMk6Ta0V4n1esWCFxGz9+vMwTP0Uwb948GjRokEzc+P9tKC8vp6ysLLp3755C96Fhw4ZMdGiXLl0oKCiInj17RpMnT+bkiFeWLaUIFNFBMIKZqKKflieqTdpE/s6dO1Jl16xZQzwejxwdHalu3bqkoqJCkyZNklkHLy8vqlWrFi1YsIA2b94sl228ZMkSGj16tFwLKkQV/SSfE10QERER5OjoyKmNOXPmEI/Ho9q1a1Pr1q2pTZs2zCaJZ1cQrq6uErO3XFxciIjo1KlTZGlpKbENRflIxaGkpITGjRvH+T4oA4IZXeI2NsydO5fMzMxo0KBBtGTJEoqJiRHauCA0NJQ0NTXJx8eHBg0aJJPTk0g5C1TOzs7Uo0cPSk1NpcePH8vFiyovunXrRjNmzGB+8xfFOnToQGPHjiU9PT1avnw5aztxcXFkZWVFs2bNot27dwvxHcvLrb5//35ycXEhIyMjuaLcy8vLadeuXWRiYiJ1/Bf0GyQnJ5OVlRUtXryYUlJSKCUlhRYvXkw2NjaUnJws13XIijVr1pCZmRnNnTtXyB+xefNmatOmjVTZ8vJyevLkiVwZlkQVmV5t2rQRu1heWFhIbdq04ez8LS8vp7lz55Kuri4z59bS0hIbACQON27cIBMTE6pRowazkFKzZk0yNTXlxPf/G78dt7/BgqKiItq4cSNTaKV27dq0ePFisQU/BMHj8ejcuXNMx6mrq0tHjhxhfp85c4bTpEuSs65Zs2YyOQNatmzJrAbxo7iIiMaMGUMdO3bk3I680NXVZc4paOg/fvxYJooDoopOODAwkOrXr0/169enwMBAsWm54qCMNMXKEw8+3r17x3ki7e7uTqtXryai/7sf5eXlNGzYMJo5c6ZYGa5E8WxGUVlZGS1YsICaN29ODRs2pB49etCBAwfo4MGDYmkoxEFRgvb58+eTlpYWhYWFUVJSEiUlJdGYMWNIR0eHszHTvHlzatWqFR09epTu3LlDaWlpQhsXKMOBzEdxcTFt2bKF/Pz8SENDg9MkXN5JqyDkKaBQOQJDX1+fzMzMyMvLi7y8vMjMzIwMDAxkSklbtmwZM7E4deoUaWlpkaamJqmoqNCKFSvkurb379/LNKGVN+pXWf317t27SU1NTYR6Q01NTYh6gQvkTd9VBuXEwIEDORV7rHxewWgz/kKQ4KKQhoYG50g0eSfytWvXFhoPKjvhU1NTFaIpkgXyRoBLwvv372n8+PGkqalJrVq1YrJofjX+DWmr8qJy9KC0TRLy8vLIzc2NcbhbWVkJLUrIgqSkJGbMuXnzJpmZmZGKigppaWlxmkQr05aSF4rowLZI9nfAxcVFyImWlJQkM70CUUVAhKLRXt26dSNDQ0OytbWVKzryyJEjpKWlRW5ubkwEl7u7O2lpaXGmYDAyMlKomJWWlhbdvXtXZH9GRgaTip2fn895/CEiunLlCi1dupQOHjzI6fjK4w9/4VNfX/9vK2D48+dPioqK4lyAUxzkoXOpDEULpCkDOjo6nOcTykbNmjXpypUrzO85c+ZQ3bp1md9xcXFCvyVBmbR4ly5dohYtWjDFteXJNDh37hwNHDiQdHV1ydDQkEaMGCFVd2UG+igKZ2dnZtFesM+/e/cumZqaSpUtKysjdXV1sUE2XNCvXz+aPXu2xL/PmzePAgMDZWpT3mJxLVq0oODgYKHF358/f9KgQYOoZcuWMunwvwrlMF7/xn8tdHV1MWTIEAwZMgQ5OTnYvHkz5s+fj2nTpuH79+9SZb28vEACte86d+4MoILknog4FS+qXGxLRUUF5ubm0NLSkuk6oqOj4evri8zMTJSWliImJgaZmZm4cuWKWLJstiIcguBSkMPIyAgvX74UKVBw584d1KhRg1VeUJ9atWphzZo1Yo9h06W4uBhVqlQBABgbG+Pt27dwdHSEu7s750JUkp7ds2fPYGhoyKmN3NxcpgiJhoYGiouLwePxMGHCBLRr106okBcf0grAyIJ58+YhMjIS3t7e0NbWxtGjR2FoaIhNmzZxbuPRo0do1aqVyH5DQ0MUFhayyk+dOhV2dnaIiYnBli1bAADOzs7YvHkzevfuzUmHtLQ03Lp1S+4iEAAwfvx4jBo1Crdv30bjxo0BVBRh2rRpE2bMmCFTWzo6OujYsSM+fvyIJ0+e4MGDB6wyAQEBOHnyJKeCdpIQHh6OIUOGyFRAofJ72rNnT6HflpaWMusxYcIE5v/e3t54+PAhbt26BQcHB7mLt5iYmMh0vJ2dHR4/fgwrKyvUrl0bO3fuROPGjXHo0CHWQoDK6K8nT56MP/74A7NnzxbaP2vWLEyePFnkPotDYmIi+vTpA09PT3h6ejL7f/z4geTkZJHCjJXh5uaG9PR02NraokmTJli0aBE0NDSwfv162NnZsZ4fqOhjZ8+ejcuXL6NBgwYiRXrEFXFasWIFp7a5YsGCBcz/+/TpAysrK06FRZ48eQJzc3Pm9+zZs2FmZsb8trCwwOvXrznrkZSUhHXr1iEvLw9Xr16FtbU1VqxYAVtbW3Tt2lWq7KFDh5CYmIg2bdpg8ODBaNmyJRwcHGBtbY2tW7eyFuzj4+vXr1i2bBmWLFkCa2tr7N27F35+fpyvQVEYGRlxenf/jahc1PD27dsoLS1lirVlZWVBVVUVDRo0kNhGREQESktLsWXLFmhpaWHJkiUYMWIEbt26JbM+AwYMYP7foEEDPHnyBA8fPoSVlZXQeyoJitpSfOTm5mLz5s3Izc1FTEwMqlSpgmPHjsHKyoq1SIuydPgVuH37NmbOnInDhw9LPCYvL0+oaFf//v0REhKCly9fwsLCgvO5ateuja9fvyqkr5GREbp37y63vJ+fH7Kzs7F27VrG5ujSpQtGjhzJeRzX1NQUGmtkRYMGDRAREYHExESm73379i0mT56MRo0aAQCys7NlsiuaNWvGFFvjgsrjD3+u1KRJExgbG3NuRxGoqalh8eLFrGO0NCijwLKJiYncheb4SElJYca9Xbt2oUaNGkhKSoKtrS1atGjBKt+uXTukp6fDwcFBrvNLKiIsWPAuODgYbdu2FTnm3bt3qFmzJvP73LlzQjZDmzZtEB4ezqpDeXm5XLoLIjMzE1OmTMHx48cxcOBAbN++XUg3Njx79gzx8fGIj49HXl4eWrZsiTVr1iAgIADa2toS5X5VoW558fjxY9SrV09kv6amJmthMRUVFdSqVQvv37+Xq+DetWvXpBZg79KlC+Li4mRqU0NDAy4uLjLrcvPmTWzYsEGo4J6amhomT56Mhg0bytze/yT+Ubfxb/zHoKioiDZt2kSenp5M5K00KCMyUtnIycmhoUOHUqNGjcjZ2ZkCAwMpIyND7LGSinDIywsbHh5OLVq0oJcvXzIpzJcuXSI7OztO6UNc9WGDImmKfN5RFRUVcnd3F+KtqlOnDunr61NAQACn+1GjRg3m3ru7uzPFJa5cuSITx+v9+/fp2LFjMqXwODg4UGxsLPP71KlTpKGhQWVlZZzP+28gaG/YsCEnPl027Nixg5o3b85EajRv3lwmXit+pK2vry9paGiQvb09TZ8+nVNEfHR0tMJpcYoUUFAGrly5QocOHRLal5CQQDY2NmRubk7Dhg0TSy0iiLNnz9KSJUsYvsfY2FiytLQkMzMzGjp0KOfiAfJG/Sqrv9bW1pZYPJFrtJGiEf3KoJxQRtTPPwVjY2OhohaVIUvxRUXS+4gU530uLS2ltWvXUrVq1cjGxoYSExPlTqn+T0RlTmBpGxcsXbqUunTpIhTt9OHDB+ratSstWbJEolzVqlWFxpoXL16QioqKwoUp5YGithSR4jy5iuigoqJCOTk59OnTJyosLCR9fX1KT0+X6XkeP36cwsPD6Y8//mB0f/DgAUP9xEbXxOPx6M2bN0L75In8PXHiBDVv3pzOnTtH7969k+udVAQ/fvygdu3ayR2Jxkd0dDSFhYXJLf/gwQNycnJi7B97e3vS0NCg2rVrM1lt+/bto8TERIltVKZ4kpXy6d8Cf39/zjQZvwqKFkhTlAqNiGjdunVkaWkpN83A1KlTydDQkFq0aMEUkmrZsiUZGhrSuHHjqH379qSioiKWH7V69erMWFtWVkYGBgZCEciZmZkKFbzjgoKCAgoODiY1NTXq1q2bzBzxO3bsYGgAq1evTn/88cc/FsFMRLRr1y4KCAigJk2ayMzbTFQRcct/VoJ97cqVKzm1cfDgQWrRooXYyH42aGpqSqX+ysvL41ykjU8fI2ljQ5UqVejEiRMi+48fPy5zluf/KnhEAiE2v/EblXDp0iVs2rQJu3fvBhEhICAAISEhCq1Oy4KVK1eK3S+46tiqVSuoqqoq9byCUbj5+fmYOnUqgoODmRXwq1evIiEhAfPnzxeKXJCEHz9+IDQ0FPHx8SgrK4OamhrKysrQv39/xMfHs+ovqA8Rwc/PD3FxcSLRHa1bt5bazpYtW1BaWorg4GDcunULPj4++PDhAzQ0NBAfH48+ffpIlOVHwUZFRSE8PBx6enrM3zQ0NGBjY4OePXtCQ0NDqg5ARYRHw4YNMXHiRMyZMwerVq1C165dcerUKdSvXx979+6VKp+Xl4fu3bvj7t27TEQgAGaFuqysTKKspqYmcnJyhKIftLS0kJOTw3kleP78+diyZQs2bdqE9u3b4+jRo3jy5AkmTJiAGTNmICwsjFM7P378wJs3b0RWtq2srFhlz549i+nTpyM6Ohru7u5QV1cX+juXSHBF0bdvXxw+fBg6Ojro3bs3AgMDZYoSqRyxJAgej4e8vDzWNnr06IG+fftyjlRWNnx9fdGmTRtMmTIFAHD37l3Ur18fwcHBcHFxwaJFizBixAhERkaKld+wYQNGjRoFW1tbPH36FLNmzcK8efMQFBQEFRUVbNmyBaNGjRKKwOSKJ0+eKBz1Kwv8/PwQEBCAwYMHC+3fvHkzkpOTceLECdY2VFRU8Pr1a6GoUQBIT09H27Zt8eHDB5n1+vDhA4yNjTlFDSsLZWVl2L9/PxMF5urqCn9/f5nGquzsbJw7d05sHzFz5kyxMl5eXqhfvz4WL14s9u/h4eFIS0vDmTNnWM/v4uKC6OhodOvWDfr6+khPT4ednR3u3buHNm3a4N27d1Ll69Spg1WrVqF169bw9vaGh4cHlixZgpUrV2LRokV49uyZRNmdO3di+vTpKCwsxLRp0zBq1ChOY8u/BcrI2lFRUWF9Z+n/R8NLG/P4qFGjBk6ePCkSUXrv3j106NABL168kKjHy5cvUbVqVWafnp4e7t69K7UPF4eysjLEx8fjzJkzYt/rs2fPSpVX1JYCKqIZAwICMHHiRKH3+vr16+jRo4fU91JRHSo/U6qUzcD2PDdu3Ihhw4bBxMQEHz9+hKmpKZYtW4awsDD06dMH48aNg7Ozs1T9VVRUMHz4cKEMlb/++gsDBgwQykZZtmwZazsARN5RWd5JPt6+fYtHjx4BAJycnET6f0kwNzfHlStX5IpE46N79+44e/YsTE1N4erqKmJLsdmjQEV04smTJ5GVlQWg4hrat2/P3CM2VI6K/fnzJ0pKSqChoQEdHR1O456iUaIAUFhYiN27dyM3NxcREREwMTHB7du3UbVqVU7R5LGxsYiKikJgYKDYbBV/f3/WNp49e4aDBw+ioKAAP378EPob2zsJVESr5ubmgohgY2Mj8jzZsgvr1auHCRMmYODAgUL9w507d+Dr64tXr16x6iDtuXP5NoYNGwYrKyuRzLe5c+fiyZMn2LBhA2bNmoUjR47g5s2bQscEBgbi8+fPWLNmDXbt2oVZs2bh1atXzLPYs2cPZs+ejfT0dNbruHDhApYsWcLYMS4uLoiIiEDLli2lyuno6IDH42HMmDFS/QWS3gcNDQ106tQJISEh8PPz4/wdSUJSUhJiY2Px+PFjmTOHVq5ciWnTpiE4OBjr16/H4MGDkZubixs3biA0NBTz5s1jPX9cXBwiIyOxdOlShISEIC4uDrm5uZg/fz7i4uLQt29fqfLGxsYoKSlBaWkpNDQ0RKKNpfUPlpaW2LBhA3x8fMT+/dixYxg+fDiePn3Keh2CmYVART+VlpaGe/fuYdCgQYiJiRErx8+ki4iIwL59+7BkyRI0b94cAHD58mVERESgZ8+eSs9c+2/Eb8ftb4jg5cuXSEhIQHx8PLKystC0aVMMGTIEffv2FXLW/R2wtbXF27dvUVJSwhg2Hz9+hI6ODvT09PDmzRvY2dnh3LlzUtOQWrdujZCQENb0CnHw8vLC0KFD0a9fP6H927Ztw/r163H+/HnObRUUFODevXsoKipCvXr15DY2BY0JRVBSUiJTmiIAJCQkoE+fPjLTVQjiw4cP+PbtG6pXr47y8nIsWrSIMb6nT5/OmtrVpUsXqKqqIi4uDra2trh+/Trev3+P8PBwLFmyRKpRoaqqilevXglNDPT19ZGRkcF5EkpEiI6Oxvz581FSUgKgwiE8adIkzJkzh1U+OzsbQ4YMwZUrV0Ta5TrhUeakSV4EBgYiMDAQHTt2VPriCVds3LgRs2fPxuDBg8U6sMUZhvXr18eZM2dgbGwsMSWNDzYj38LCAocOHWLSfKZNm4YLFy7g0qVLAMAYzpmZmWLl3dzcMGLECISFheH48eNM2hJ/QWjXrl34448/kJOTI1GHq1ev4v379wy9AVBhKM2aNQvFxcXo1q0bVq1aBU1NTanXIg8OHjzI/P/FixeYOXMmevfujaZNmwIAUlNTsWvXLkRFRUmlxOA/h/T0dLi6ugqlUpWVleHx48fw8fHBzp07lX4NkvDjxw88fvwY9vb2QvqwIScnB35+fnj+/DmTkv7o0SNYWlriyJEjnNI4+Q59MzMzVKtWTegd5fF4Et/LPXv2oG/fvlixYgVGjRrF9BNlZWVYs2YNwsPDsW3bNvTq1YtVB21tbTx8+BDW1tZCY052djbq1KnDmia9fPlyqKqqYuzYsTh9+jS6dOkCIsLPnz+xbNkyjBs3TqKsiooKtLW10a9fP6mLUOIm8pIWfMVBHO2FOOzevRs7d+4U60wQ9yyU4XQVR+MkCWyLtkDFOHfo0CG0adNGaP+5c+fg7++PL1++iJVTVVVFVlaW0JhZs2ZNXLp0CTY2Nsw+LouFY8aMQXx8PDp16gQLCwuRe7R8+XLWNgDFbClBp7Pge52fn4/atWvj27dvv0wHrs9U0vOsU6cOgoKCEBERgT179iAgIABNmzbFzp07OS88t2nThvXd5PF4rE50tmvh8k4WFxcjLCwMiYmJjBNfVVUVAwcOxKpVq1jpjyZMmABNTU25Fjb5qLzQWBmbN2+W+LefP39CW1sbaWlpcHNzk1sHccjOzsaoUaMQERGBjh07Sj12z549CAoKQmBgIJKSkpCZmQk7OzusXr0aR48exdGjR1nPl5GRAW9vbxgaGiI/Px+PHj2CnZ0dpk+fjoKCAiQmJrK2oajD8syZM/D394ednR0ePnwINzc35Ofng4hQv3591ncSgFiqNUHMmjVL6t91dHSQmZkJGxsbof4hLy8PLi4unPsHRWBoaMgsugsiJycHDRo0wKdPn/Dw4UM0atRIpN/Oz89H+/btkZubC1VVVaxcuRKjRo1i/t6tWzfY2tqy9rVbtmzB4MGD0aNHD8b5evnyZezbtw/x8fHo37+/RFkujlZp78ObN28YWj9FsXbtWsycORPjx4/HvHnzcO/ePdjZ2SE+Ph4JCQk4d+6cVPnatWtj1qxZ6Nevn9D7MHPmTHz48AGrV6/mpMfWrVsRGRmJ3NxcAED16tURFRWFkJAQVtmEhASpf5cWQDZ48GDk5OQgJSVF5G9EhJYtW6JWrVpS+zk2REZGoqioCEuWLBH7d1VVVbx8+RJGRkaIiIhAbGwsSktLAQDq6upMcMqvmKP8t+G34/Y3RKCmpgZTU1MEBQUhJCSEdfX+V2L79u1Yv3494uLimMluTk4ORowYgeHDh8PT0xN9+/ZFtWrVsHv3bontjB8/Htu2bcP379/Ru3dvhISEMI4FNujo6CA9PV3EKM/KyoKHhwfjuPs7IY/j9ufPn6hduzYOHz6slGeqSLSoojAzM8PZs2dRp04dGBoa4vr163BycsLZs2cRHh4uwusnCBUVFfj6+goNEIcOHUK7du2EogO4RFn8+PEDOTk5KCoqgouLC+eFDU9PT6ipqWHq1KliJ69169ZlbUMZkyY258Lf4fxVFPJMFKKiohAREQEdHR2FjXwtLS0h/roWLVrA19cX06ZNA1BhRLu7u0t0iujo6ODBgwcMh7OGhgbS09OZb7SgoAC1atWSyimuaNSvIuAaCcE2aVMkor9Hjx6c9eXyXZeUlCAsLIwxlrOysmBnZ4ewsDDUqFFDKl8YUBF5TETYunUrw1P8/v17DBgwACoqKjhy5AirDtbW1hg9ejTzTGXBlClTsHjxYujr6zNjRF5eHoqKijBx4kSJ0biV4eLigvnz56Nr165CY86qVauwefNmzrzofMgSAa6Ic4nrAhzXqH55Im6U7XRVBgYOHIiUlBQsXbpUiNOcH0ElaXIobpwQjBSVZbHQzMwMiYmJfytHcWXUrFkTO3fuRPPmzYXe63379mHSpEnMxPrfCF1dXdy/fx82NjYgImhqauLcuXN/WxacsjFixAicPn0aq1evZq7h0qVLGDt2LNq3b4+1a9dKlec7fWvVqiU2wpNLhKai4L87XOw2WXHz5k0MGDAADx8+lHqcMqJEvb29Ub9+fSxatEiojStXrqB///7Iz89X0lVJRuPGjeHr64uoqChGhypVqiAwMBA+Pj5CDshfBTs7O6xfvx7e3t5C9yExMRELFiyQuAivTFStWlUsX3BiYiIiIiLw+vVrZGZmonXr1nj79q2IfGlpKe7fvw9zc3NUr15d6G/p6emoWbMmTE1Nperg7OyM4cOHi0RZLlu2DBs2bOBUx+LfAEUzhwRt9CpVquDUqVOoW7cusrOz0bRpU7x//14mfUpKSlBUVKQ0xzQbcnNz0aBBAzg5OSE8PJwJJnj48CGWLl2KrKws3Lx5U24+ZqDCL9O4cWOJkb8qKip49eoVc80lJSXMOGtvb8+5PslvAL+Lk/2GCHbu3Al/f3+ZIox+FaZPn449e/YIRSg5ODhgyZIl6NmzJ/Ly8rBo0SLWwiErVqzAkiVLcPDgQSQkJKBVq1ZwcHDAkCFDEBQUJJQCWBn8NINFixYJ7Y+Li5Ma5Ttx4kSOV/n3GJfq6upKWSlWJFqUSxQSj8djVuIkoaysDPr6+gAqJoIvXryAk5MTrK2tmXQ7SRC3MilYMEUWyEvQrozCYtIm+/fu3ePUxr59+4R+//z5E3fu3EFCQoJEh6ayo9kUTYuTp4CCoDOWzTHLhqpVq+Lx48ewtLTEjx8/cPv2baF79+XLF5EoYEF8+/ZNKAtAU1NTaFFBU1OT9XtIS0sTivROTk5GkyZNsGHDBgAVjopZs2b9EsetMgpYAP/3HGxsbGSO6OdaFJEr/vjjD6Snp+P8+fNC6WXe3t6IjIxkddxeuHABqampQsXlTE1NsWDBAs4Olo8fPyIgIEAu/RcuXIju3btj+/btyM7OBgC0atUK/fr147xgCVSMYaGhofj27RuICNevX8f27duZ9D5JKC8vx+LFi3Hw4EH8+PEDXl5emDVrFqytrTkXmZQlk6UylF2YZM2aNVi/fj369euH+Ph4TJ48WSjiRhx+hTNW0VTo2NhYTJo0Cf3798fPnz8BVCzUh4SESHXms0UkyQINDQ2ZJ4jKtqX69u2LKVOmYNeuXeDxeCgvL8fly5cxadIkiYWV/i323NevX5lJLo/Hg6ampkwFxX4FSkpKxI7fXOh59uzZg927dwtFgfv5+UFbWxu9e/dmddzeu3cP9evXBwCGpoCPv4saZ9q0afjzzz+RlJQkc0FRNqipqUmkMBGEogVzAeDGjRtYt26dyP4aNWpwcvxWxrdv32TOzHvw4AG2b98OoOLav379Cj09PcyePRtdu3b9Wxy3w4YNw7hx47Bp0ybweDy8ePECV69exaRJk2Qq2ltcXIwLFy6I/TbYAAq73wABAABJREFUbOOwsDCMHDkSt27dYgrc3bhxA3Fxcfjzzz8BACdOnICHh4dYeTU1NYkLCVwXGPLy8sQWQvX392d0+E+AIoXBAKBatWr48OEDrK2tYWVlhdTUVNStWxePHz+GPLGPOjo6cjsq79+/LzTHVlVVZS2maW9vj9OnTyM4OBh9+/YVWnB1cXHBqVOnFHLaAhVZf2zfumB/rKOjA3d3d4XO+b+Kf94z9xv/OsgSvfSr8fLlS7FOi9LSUsaQqF69usRoNkGoqamhR48e6NGjB968eYP169djxowZ+PPPP+Hn54exY8eiXbt2InLLly9Hz549cezYMTRp0gQAcP36dWRnZ2PPnj0Szyct6lMQ8hqX8siFhoZi4cKFiIuLk9sxHxwcDDU1NRw+fFhstKg0VHYUCuLq1atYuXIlJ0eQIpXj5U0HUWZUn4uLC+sqr6z48uULtm/fjri4ONy6dYtT9JM4bqdevXrB1dUVO3bsEJvCwzWVlcfjsRqnbGlxskKeiYIkvHz5EvPmzWNNg/Lz88PUqVOxcOFC7N+/Hzo6OkJUHRkZGVJT43k8Hr58+QItLS1m8aOoqIjhyOTClfnx40ehxacLFy7A19eX+d2oUSNO/FX/BnDhDK8MRVK8xGH//v3YsWMHmjZtKtS/ubq6corG09TUFDsmFRUVceZpDQgIwMmTJ6XSS0hD06ZNZXLSisPQoUOhra2N6dOno6SkBP3790f16tURExMjlZNt3rx5iIyMhLe3N7S1tRETE4M3b95g06ZNCumjCOSlvQAqot75fGza2trMsw0KCkLTpk05pUoq6nQVTIW+ffs2E4H/6dMnREdHc0qF1tHRwZo1a7B48WKhaJfKUYqVoUwndHh4OGJiYrB69WrOtoOybano6GiEhobC0tISZWVlcHFxYThqp0+f/rfooAji4uKYjITS0lLEx8eLUF1xpQBRBG/fvsXgwYNx7NgxsX/nYoOUlJSIDZyoUqUKp2w2ZS0qyEqFIojVq1cjJycH1atXh7W1tcj3xCUzQZByCKhwqrx8+VIoElkaqlWrhpycHCHqEqAieplrZp6mpqZYe6MyTYo0lJWVITo6GrGxsXj9+jWTrTJjxgzY2NiwpoXr6uoy99/CwgK5ubmMY4qrzVxWVobly5dLfJ5sfMFTp05FeXk5vLy8UFJSglatWjFUaFzrV9y5cwd+fn4oKSlBcXExTExM8O7dO+jo6KBKlSqs3+f06dNha2uL1atXIykpCUAFb/KGDRsYioKRI0f+Uke2paUlzpw5I+LUO336tNSgpX8bbG1tkZaWJrJofPz4cU7Zp+3atcPBgwdRr149DB48GBMmTMDu3btx8+ZNqfNCNho2QUjqI1JSUjBx4kTcuHEDQIVdV1JSIlTX5cSJE/D29pbafsOGDXHv3j2kpaUhOzsbRARHR0eJjn9JqHy9/H7q5s2brIsaXl5erLaXrFlc/4v47bj9jX812rZtixEjRiAuLo5ZMbtz5w5GjRrFOFllLZBx/fp1plhOlSpVEBwcjOfPn6Nz584YPXq0CEeLn58fsrKysHbtWiZdqUuXLhg5cqTUwUuZUSqVO8tv375h5MiRIgYim8Pwxo0bOHPmDE6ePAl3d3eZ5QHFokXFOQofPXqEqVOn4tChQwgMDMTs2bNZ25k+fTqzUjp79mx07twZLVu2hKmpKXbs2CGzXlygzKi+hQsXYvLkyUopLHbx4kVs3LgRe/bsQfXq1dGjRw/89ddfCunXtGlTDB8+XOzflBnN9scff2DSpElMWtyePXuE0uK4QJGJwv3793Hu3DloaGigd+/eMDIywrt37zB37lysW7eO04Rnzpw56NGjB1q3bg09PT0kJCQIOec2bdqEDh06SJTnG1CCvwWjAyoXrxEHRaN+BVFaWorz588jNzcX/fv3h76+Pl68eAEDAwOxVCDKiMA2MTFBVlYWzMzMWIuISZt0paam4tChQ0yUJ9d3qDLevn0rNo2tuLiYkyHeuXNnDB8+HBs3bhRKSR85ciSn4ixARWbJjBkzkJqaKraP+NWOmdLSUmzbtg0dO3ZEYGCgTOl9iYmJWLNmDUaMGAGgYqLXqVMnxMXFKVxkRFYoSnsBKB5xowyn69y5cxEbG4uBAwciOTmZ2e/p6Ym5c+eyygtCV1f3bylWKA6XLl3CuXPncOzYMc6FoJRpSwEVUb8bNmzAjBkzOHPUKlsHeWFlZcVkUgAV7ybfscMHl0VTZWD8+PEoLCzEtWvX0KZNG+zbtw+vX7/G3LlzsXTpUk5tNGvWDLNmzUJiYiKz6Pr161dERUXJVOgUAFNUjivXLx+CVCgHDhwQoUJhQ7du3WQ6H5c2eDwezM3N0a5dO073UhlRov7+/pg9ezbDI8/j8VBQUIApU6awZjXyMW/ePCQkJGDRokUYNmwYs9/NzQ0rVqxgddw2bdoUly5dgrOzM/z8/BAeHo67d+9i7969nBcio6KiEBcXh/DwcEyfPh3Tpk1Dfn4+9u/fL7GopyB4PB6mTZuGiIgIuajQgAru5S5duiA2NhaGhoZITU2Furo6BgwYIJXbXRD8GhKSIGu9FlkRHh6OsWPHIi0tTaiQVHx8vMQiVP9GyJs5xMf69euZgKLQ0FCYmpriypUr8Pf3Z2wccVBGv7BmzRoEBQUJ7Tt37hysra1BRFi5ciXWrl3L6rjlw8PDQ2ZnrSAqz4NVVFTg5OSE2bNnS53nAEDHjh3/9jpJ/5Wg3/iNX4hXr17RgAEDyMLCglRVVUlFRUVoY8PLly/J29ubeDweaWhokIaGBqmoqFD79u3p1atXRER09uxZOnHihNR2Xr9+TUuWLCFXV1fS0NCgnj170rFjx6i8vJw5JiUlhXR1dRW7YA4oKCiggoICmWSCg4M5bYq2wwUNGzaklJQUmfQXh+fPn9PQoUNJXV2dOnfuTHfv3lWovffv3ws9z38zeDwe8Xg8ke+Bv48NL1++pPnz55ODgwNVqVKFxowZQ2pqanT//n2FdSspKaFx48aRo6Ojwm2xQU9Pj3JycoiIyMjIiO7du0dERGlpaWRtbc2pjaioKLKzs6MtW7aQtrY25ebmEhFRcnIyNW3aVKLcgQMHSF1dnXkW9vb2dPbsWTIzM6OOHTvSsWPHZLqWwsJCKi0tFdn//v17+v79u0S58+fPc9qkYeTIkdSsWTO6ePEiTZw4kUxNTYXOuWXLFmrYsCHrNeTn51Pt2rVJR0eHVFVVmXs5duxYGjFihFgZGxsbTputra3E88bHx9O3b9+Y/0vbJGHXrl2koqJCurq6ZGRkRCoqKrR48WLWaxaHli1b0sqVK4mo4h3Ny8sjIqIxY8ZQx44dWeU/fvxI/v7+IuNWt27dqLCwkJMO8t5LZUJbW5vy8/NlltPQ0BAZ4zQ1Nenp06fKUo0zxo4dSw0aNGDGd/47vX//fvLw8ODURkhICEVGRhIR0erVq0lbW5u8vb3JyMiIhgwZwirv4eFBCQkJRFTxPvF1uH37NlWtWpWTDtra2vT48WORNnJzc0lTU5NTG0VFRTR9+nRq1qwZ2dvbk62trdD2d0AZNggf8thSysa/QYd/CtWqVaNr164REZG+vj49evSIiCrGVk9PT05t3L17l6pXr06mpqbUrl07ateuHZmamlKNGjUYe0AaysrKKCoqigwMDBg7ytDQkGbPnk1lZWWcdHBycqJt27YRkfC3NWPGDAoNDeXUxj+N8vJymjt3Lunq6jI2jZaWFk2fPp1zG4WFhUy/pqqqSpaWlqSurk6tWrWioqIiTm3Y29vT6dOniUj4Xj548ICMjIxY5XNzcyk9PZ2IKvqrESNGkLu7O/Xo0YPzWGRnZ0eHDx9mdODbmDExMdSvXz9ObfAh7/dtaGhIDx8+ZP6fmZlJRESpqank5OQkc3v/FPbu3Uuenp5kYmJCJiYm5OnpSfv37//bzm9ra0vv3r0T2f/x40eZxqwtW7aQg4MD823UqFGD4uLilKnqL4GDg4PQ3FjwmyKqsCEsLCz+CdVkAo/Ho9evX//TavxX4HfE7W/8UgQHB6OgoAAzZsyQOa0eqIgmOHXqFB4+fMjwVzk5OTHk2kBFVC4batasCXt7ewwZMgTBwcFi037q1KnDcAllZGTAzc0NKioqyMjIkNo2l8iV0tJSREVFYeXKlSgqKgJQUdk4LCwMs2bNYo2GUyQV+ODBg/D19YW6urpSUooVjRblRxmtWrUKHh4eOHPmjFBqORskVfFVNrcYF7x584bh1HVycuJMNq9I9E6XLl1w8eJFdOrUCStWrICPjw9UVVURGxsrc1uVoxuJCF++fIGOjg62bNnCqQ1FOGqVkRaXmJiI9evXw8vLSyitvG7dulILesydOxehoaGYM2cO4uLiMHHiRIwdOxZHjx5l+gFZICkim+29VEYasqJRv3yMGzcODRs2RHp6ulDhiu7duwtFzwhCGRHYgvQI8lAlAMD8+fMxbNgw/PXXX1BVVcX8+fMRHR2NSZMmcW7j3r17cHNzw/z58+Hj44PMzEz8/PkTMTExyMzMxJUrVzgVnTIyMsKBAweQnZ3NvIPOzs4y8Ygpm6dVHjRu3Bh37tzhzEvLR2lpqQhlibq6OsOr+ndCUdoLQP6IGz6UwT+pjFTooUOH4sKFCwgKCpLLHlMGFLVB5LWllMlRq6g999+C4uJixuYxNjbG27dv4ejoCHd3d84pr25ubsjOzsbWrVuZvrJfv34IDAzkFFE4bdo0bNy4UYg//NKlS4iMjMS3b9/EFg6sDGVQofzTUEaUqKGhIU6dOoVLly4hIyMDRUVFqF+/PudoPgB4/vy52HGuvLycU/8v2Jfp6urKZde+evWK4c/U09PDp0+fAFRkwnCJPlbG962urs5kl1SpUgUFBQVwdnaGoaEhJ9oqRekelIXu3buje/fuIvuJQyaYMpCfny+WcuX79+94/vw553b40ctcM4fY5v2CkCV75ebNm0xRNxcXFzRo0EDq8c+ePROaWyQkJKBatWrMbxMTE5mLo/0T+Cdsjf9W/Hbc/gYrcnJykJubi1atWkFbW1umDvvSpUtISUlRKDQfqBjMeTyeXPx0ADg5Bw0MDBiHmoeHB1MB0cPDAzweT2xKJNdKymFhYdi7dy8WLVrEpH9dvXoVkZGReP/+PWsBBkXQvXt3vHr1Cubm5lBVVcXLly8VqmbJN+K8vLyE9hOH4mSLFi3CwoULUa1aNWzfvl0sdQIb1NXVYWVlxem+/yp8/vwZoaGhSE5OZvRQVVVFnz598Ndff7HSKihSWOzYsWMYO3YsRo0aJTW1kwuWL18u9C2rqKjA3NwcTZo0gbGxMau8ohy1ykiLk3ei8OjRI2zbto0xyCdNmoTly5fL5bT9p2FmZoaLFy/i06dP0NPTg6qqqtDfd+3axWkCl5KSgitXrojwsNrY2MhkJCuK8vJy5OTk4M2bNyKc1+IcYEDF89yxYwdz7eHh4Zg5cybevHnDub/jL94NHToUly9fxqpVq1CnTh2cPHkS9evXx9WrV2UqqFCrVi2Fv9F/EqNHj0Z4eDiePXsmtmK7pAkLESE4OFioyJ44eh8u1DyKQlHaC6CiXxSkeOjbt69Ujt/KUIbTVRmp0MeOHcORI0c4F8j7N0JeW0qZHLXy6qBMnnxlQt7iYk5OTnj06BFsbGxQt25drFu3DjY2NoiNjZWpYJqOjo7EhUE2JCQkIC4uToiCpk6dOqhRowZGjx7NyXGrKBWKIk62wsJCbN++neEqDQwMxNevX5m/q6qqYsOGDTAyMmLVA5C/YK4gWrRowYl3WxxcXFyQkpIisti3e/dusQWiuGLv3r2IjIzk5FCrWbMmXr58CSsrK9jb2zPj940bN4TGJElQxnytXr16uHHjBmrVqoXWrVtj5syZePfuHZKSkoQCTiRBUboHQcj7fQcHB+Ovv/4SGffz8/MRFBSElJQU1nPb2dnhxo0bQoEAQMV7X79+feTl5YmVE+R8PnHihNCcqqysDGfOnBEZT7mAa2EwafN+QXD1ATx79gz9+vXD5cuXmW+5sLAQzZs3R3JyskR6F319feTm5jK0jJXHkMePH8tEraco2KjMBCHY73HpR3+DG347bn9DIt6/f48+ffrg7Nmz4PF4yM7Ohp2dHUJCQmBsbMyJd8nS0lKhD1YZ/HQAZIroBCo6Q35UrjIin7Zt24bk5GShgkF16tSBpaUl+vXr90sdt+bm5khNTUWXLl2UskqqSLTo1KlToa2tDQcHByQkJDDPtTLYJi2/soovFwwbNgx37tzB4cOHhQy7cePGYcSIEUIchFwgS2GxS5cuYePGjWjQoAGcnZ0RFBQkkxNBEMHBwXLJ8aEoR+2yZcuYiIaoqCgUFRVhx44dqFWrFufK3PJOFL58+cIYPKqqqtDW1ubsRPm3Qt6oXz7Ky8vFvnvPnj2Dvr6+WBllV1tPTU1F//798eTJE5GxQ5qRXPL/2DvzuJrW749/zmmeC3VLGimKEJnnTGUerjEichMSKVxDpiSuqMxzZYobIq55JkNJ5RIVqa6bjBnK0LB+f/Rrfzt1ht0ZKm7v12u/Xp19ep699jn77P0861nrs/LzeQawioqKUFZWZq3LCpQUdduzZw/mzJmD4uJiDB8+HGvXrhXoLC6LND4HLy8vrFixAmpqaiL7k2Xl+lJK7ytl9TJLJzPCvgt+UdPjxo2TyBZxJ592dnY4deoUU1Sm9Pm3c+dOkRqaqamp8PX1xbZt2ypMjj58+AB3d3f4+fmJvG9Iw+kqjYI5Ojo6Ej0vJ02ahODg4Ar3gry8PHh4eAgsPteqVStcvHgROjo6Igu2iIrUFHcsJU2NWnFtkKZOvjSQtLiYp6cnsrOzAQBLliyBg4MD9u/fD0VFRYSGhgpsV74QlzBEaYK/e/eOb72FJk2asI5KFLf4UCmSONl27NiBhIQExnF74sQJ9O3bl/mN3bp1C0FBQVi6dKnQfvLy8hAQEICLFy/yXfAU5CCThkZ9WXx9fTFhwgS8ePECxcXFOHr0KJ48eYLw8HCcPHlSaNtt27bh/PnzUFRUhKenJ9q1a4dLly5hzpw5SElJgbOzMys7hw4diosXL6Jdu3bw8PDAuHHjsGvXLmRmZmL27Nki20tjvubv789Ebq9cuRLOzs5MsAWbIp379+/Hjh070L9/fyxduhRjxoxBw4YN0bx5c9y+fZvVdyHp7zsxMRHNmzfHvn37mGdlWFiYwELe/BA3YrZUH5bD4VQYTygoKMDU1FSkD4JtcTB+zxxpZzy5urqioKAAycnJTMbwkydP4OLiAldXV5w5c4Zvu3bt2iE8PBzdu3fn+35oaChTNL0qWLx4Mfz8/NC3b1+eue/Zs2exePFigeOLsj6VWiSDQ7Vu8FoE4OzsjFevXmHnzp2wsrJCYmIizM3NcfbsWXh5eeHhw4ci+zh37hwCAwOZlfjK4unpiZs3bzIp4UlJSTA3N8fx48exdOlS1lEUOTk58Pb2ZgY15S97QQ+wgoICuLm5YfHixZUqgFYePT09XL16tUIFy+TkZHTt2hWvX78Wu29RLF26FMuXL2f1AJN1FOvEiRNZ2SEqndLW1hZpaWkoKCgQu4qvJKipqeHs2bMVohKuX78OBwcHpnCaKPgVFhs+fDirqM+8vDwcOnQIu3fvxt27d1FUVIR169Zh0qRJAp1s5REUvcDhcKCsrAxjY2OhEQoaGhpISEhAw4YNoaOjgxs3bqBp06ZITEzE4MGD8fz5c1Z2SMLx48cxYcIE/P7771i+fDmWLVvGM1Ho3bs333ZcLhdhYWHMZHrMmDEICgqqUOGabTGpn4FRo0ZBS0sL27dvh4aGBpKSkqCrq4vBgwfD2NiY7++SjVQNUHJNXbp0SeT/tWzZEpaWlli2bBnfdG5Bzg8ulws/Pz+eyOJ58+bBx8eHp+I6mwlPXl4eDh8+jNDQUFy/fh2NGjXC5MmTMWHCBJ40tbKw/RwAwU6kHj164NixY9DW1hban6DPUpoOMgDIyMgQ+n5lJRTEQdLJ540bN+Do6Ihx48YhNDQUbm5uPLIXwlIVf/vtN2hra2PNmjV83583bx4+fvwociJPRPD398eqVauQn58PAIzTdcWKFULbluf79+9ip0Lv27cPx48fR1hYGKuoo/IIyth58+YN9PX1UVhYyLfdsmXL4OPjA1VVVZ6iifxYsmSJ0PelPZYqTVuuTJX06hzPSRMnJydkZGQgKCiIb3Gx/v37V6q//Px8PH78GMbGxjz33PKwLVDIJpqtXbt2aNeuXQUHpIeHB2JjY3H79m2RxykuLkZxcTGTzRcREYGYmBhYWFjAzc2tQgZKeRo2bIiQkBD079+fZ0wUEhKC27dv48CBA0LtX7lyJZPJpqGhwcy1AODYsWNYvny5yLnOmDFjhMqgCCqIVX5e8/r1a+Tn5/NEBaqqqkJPT0+g8xcocaCXOm2uX7+O5cuXIzExkZFb8PX1FSrXFBAQAF9fXzRv3hyPHz8GEWHhwoXYsGEDExDBJguMH7dv32a+z4EDB4r8f0l+376+vpg/fz5zf33//r1YdqupqSE5ORnGxsYwMDDAqVOnmAhVW1tbRv5BGJL+vgsKCrBgwQKEhIRgzpw5SEtLw+nTp7Fu3TqREfKlizNDhgzhGWcD/4uYPX/+PCM1JwgzMzPExsYKvZ8IouyzhoiwatUqTJ06tYJzUdQzRxqoqKggJiamQjDJvXv30KVLF2ZcUJ7Lly+jV69e8PLygo+PD/PsffXqFVavXo3g4GCcO3eOlSP9zJkzUFdXZ+atmzZtwo4dO2BtbY1Nmzaxuk6HDx+OHj16YMaMGTz7N27ciAsXLiAqKkpkH7VISNVK6tbyI/HLL79QQkICEVUshsG2iJe2tjZTmEVdXZ10dHR4NlEYGxvTrVu3KtiQmppKGhoarM/FwcGBrK2tafPmzXTs2DGKiori2YShqanJFKcRl2XLltGYMWOYAjxERF+/fiUnJyem6IksSU5OpujoaOJwOBQaGlrh/Nl8DmV5//49rV27liZPnkyTJ0+mdevWsS66Iw2WLl0qdJM1RkZGlJSUVGF/YmIiGRoaCm0ri8Jijx8/Jh8fH9LX1ydlZWUaOHAgq3ZlC6TxK5impKREzs7O9OXLF77tf/nlF6bogpWVFR0/fpyISoqLVabQ37dv3ygrK4syMjJ4NrZcu3aNevXqRbq6uqSiokKdOnUSWbCw9HyFbWwKxf1MZGZmkrW1NVlZWZG8vDy1b9+e6tatS40bN66ywgKqqqqUmppa6XYmJiYSFUgTRGpqKi1YsIAp1ML2t1UdLF26lPLy8pi/q/MeKS3Gjh1LnTp1otjYWFJTU6Nz587R3r17qXHjxkwBGlGkpaWRq6srtWnThqysrMjJyYnv/bs8lpaWdPfuXYHvx8XFVaqI47dv3+jhw4d0584d+vTpE+t20qJly5akoaFB6urq1KxZM7K1teXZBPHhwwfKzc0lDodDaWlp9OHDB2Z79+4dhYWFVVmBFGmMpQoKCmjRokU8Ba00NTVp4cKF9P379yqxodSO8+fP09atW+njx49EVFK0taquDUmLiwkaFxAR/fvvv9IxUgRXrlwhNTU1srKyokmTJtGkSZPIysqK1NXV6dq1a1Vig6qqKjNe0dfXp3v37hFRyVxJU1NTaNt69erxFL9q3bo1TxFHtvMtLS0tunHjhjjmM+zfv586derEFNUiKhlbdunShfbt2ye0rZKSEo0aNYrOnTsn1rEtLS2Z4qPXrl0jDodD/fv3Z10UjS1sChhL8vvmcrk8YyUNDQ2eYlJssbS0pNu3bxMRUadOnWjVqlVEVFJ0V1dXl1Uf0igeSETk6+tLHA6HFBQUKCYmhlWbsmPo8uNqRUVFsrS0pOjoaNY2SIPyhb2qEgsLC+a7KMudO3eoYcOGQttu2rSJ8aNoa2uTjo4OcblcUlRUpA0bNrC2oVmzZnTq1CkiIkpKSiIlJSX6/fffqX379qwLg6qpqfEdn6emplZJcfdaiGodt7UIRF1dnVJSUpi/S294sbGxVKdOHVZ9iFshvJSyVeLL2pCQkCByQFT+XO7fv8/6/8vi7OxM69atq3S7oUOH8mwaGhpUr1496tmzJ/Xs2ZPq1atHmpqaNHToULHsEoeyE3txKf3+DQ0NmXNr0KAB1a1blxmw/uxs27aNevXqRdnZ2cy+7Oxs6tOnD23dulVguwEDBpCmpiaNGTOGTp48SYWFhUREEjtuSyksLKRjx46xdi5FRUVR48aNaefOnZSUlERJSUm0c+dOsrKyooiICNq3bx81aNCA5syZw7f94MGDafv27URENGfOHGrUqBH5+flRq1atqGfPniKP/+TJE+rcuTOPs7h0oPdfc5qW5cCBA1KfsLCloKCA9u3bRz4+PuTu7k47duyg/Pz8Kjt+jx496PTp01V2PDZ8/vyZtm3bRnXq1JHoukxOTiYLCwspWsafwsJCunr1Kr1//14q/T18+JBOnz5Nx48f59mqAmlNPsVBWVlZaCXz58+fk4qKikxtkCbiOvPLL+iV3+Tk5MjPz09mdkt7LDV16lTS09OjrVu3UmJiIiUmJtLWrVtJX1+fpk6dWiU2PH/+nJo0aUKqqqokJyfHjG1nzpxJbm5ufNuUdZiL2tigoaFB6enpRFQSJFHq+Hv27Bmr69rKyorvuDoyMpLq1avHyoayCHMEC+PFixe0YMECGjZsGA0bNowWLlxIL168YN1+yZIlVFRUVGF/bm4ujR49WmR7SZxsKioqPFXjy5OUlMTquzA1NWUW0cXF3Nyc4uPjK+yPi4sjU1NToW3Dw8PJ3t6euFwumZiY0JIlS4TeO8ujrKzM48BWVFSkuLg49saXYcKECXzHT+np6dS5c2eR7YcMGSL09112Kw+Hw+Fx3IrrLJw3bx6tXLmSiEquI3l5eWrUqBEpKirSvHnzWPUh6e/7+/fv5OXlRUpKSrRgwQLq2rUr6evrM84/NpiamtLr169Z/z8/Pn/+TKdOnaItW7ZQcHAwz1YZqtNxGxUVRW3btqXY2FhmX2xsLLVv356OHTsmsn1mZiatW7eO3N3dyd3dndatW8fze2GDmpoacz0sWbKEhg8fTkRE9+7do19++YVVH8bGxrR27doK+9euXUvGxsaVsqcW8ajVuK1FIF26dEF4eDiTysfhcFBcXIw1a9awTgsVt0J4KZLo05VFEq1dCwsLLF++HDdv3uRboEVQ6m35lN7hw4dXsKmqkUZKyOzZszFo0CDs2LGDSS0rLCyEq6srZs2ahWvXrkl8jJpI+dTj1NRUGBsbw9jYGEBJZWIlJSW8fv1aYKVxaRYW44ecnByGDBnC6EOJYuXKlQgODkbfvn2ZfTY2NmjQoAEWL16Mu3fvQk1NDXPmzMHatWsrtJdUo9bFxQXy8vI4efKk2FXOXV1dMW7cOIEaUD8ibm5uaNeuXZVq7hYUFKBJkyY4efIkU4FXHOLi4gQWaWFTcMfDwwNz5sxhKkOXr+BcmQq+knLt2jXs3r0bR44cAZfLxciRIzF58mSx+/v27RuePn3K6n979Ogh9PcgTHZCTk4Offr0QXJyMuuiNvx49uwZhg4digcPHvAU6ii1qyoKRIpTuf7jx4+s+xdW2ENLSwtPnz4VKAmRlpZWpYVBJEXc5//ly5dBRLC3t8eRI0d4Uk0VFRVhYmKC+vXrs+qLy+UKva75XVPSHkuJo2EpbRs8PT1hZ2eHxMREnsI9Q4cOFZiGrK2tLfIZSSyKxJYiaXGx7t27o3379li2bBnmzZuHvLw8TJ8+HYcPH2ZVFAwo+b79/f2xdetW5OTkMHUsFi9eDFNTU1b32/r167M+Hj927dqFc+fOYd++fcwz98qVK3B2dhYojVMWSTRVzc3NER8fL7BgVVxcHCuZthUrVsDX11dsGRQAyM7O5it3UlRUhJycHKFtx48fj/HjxyM9PR2hoaEICwuDn58fevToAVdXVwwdOlSo5MS3b9+grKzMvFZUVBRbj1tSbVZtbe1qn68FBAQwf48aNQrGxsa4desWa7kHQPLft52dHfLz83HlyhW0b98eRIQ1a9Zg2LBhmDRpEjZv3iyyD0m1Yu/fv49+/fohPz8feXl5qFOnDt68ecPId7CRvqouyhfyysvLQ7t27XjmzfLy8pg0aZLIOZuRkRErfWZhKCoqMpIMFy5cYDSj69Spw3rMtGzZMri6uuLKlSuMtu6dO3dw5swZ7NixQyL7amFHreO2FoGsWbMGPXv2RFxcHL5//465c+fi4cOHePfuHW7evFnp/r5+/VphIi9q0uPv7w9HR0c8evQIhYWFCA4O5tGnY0tQUBDmz58vltburl27oK2tjXv37uHevXs873E4HIEPDlE6rdVFZGSkQMcKG93DuLg4HqctAMjLy2Pu3Lmws7OTur2liFvNUlqwdYYKQ5qFxaTBgwcP+DolTExM8ODBAwAlmqOlBUjKU9axqKamhq1bt1bq+AkJCbh37x7f4iJsef36NRwcHKCrq4vRo0fDyckJLVu2FLu/moC4i0ySoKCggK9fv0rUR0REBJydndG3b1+cO3cOffr0QUpKCnJycjB06FBWfZROmCZNmsTsY1MQS1r8+++/CA0NRWhoKNLS0tCxY0eEhIRg5MiRFRbtZEn5a7igoAAJCQn4+++/WS2INmvWDM+ePZNIm93T0xNmZma4ePEizMzMcPfuXbx9+1bgQo4sEGfyycbBVYqw66lr167YsGGDwMl+SEhIpQuf/oh069YNhYWFmDBhAuzs7CRyYhw7dozndUFBAe7fv4+wsDCB+rfSHkspKSnxHQeamZkJdC5J24br168jJiamwvFMTU0FFu2RZoE1QPziYqVs3rwZ/fv3h6urK06ePIns7Gyoq6vj7t27Ah2R5Vm5ciXCwsKwZs0aHod1s2bNEBQUVKmFslLd/y9fvqBPnz6sF8eTkpLg5uaGli1bIjAwECkpKQgODoaPj49QTebi4mJwudwKTjYTExPWmqpDhw7FokWL0Ldv3wr6+i9fvsSSJUtYFeUKDAzE06dP8csvv8DU1LTCgiebsX3Pnj3h5uaGnTt3olWrVgBKNDjd3d0ZDV5RmJmZYdmyZVi2bBkuXLiAPXv2YNKkSZg2bRqcnJyEFkNbvHgx43T+/v07/Pz8KiyYsAkIuHv3LhYsWIDu3btXWpsVkOy3zuFw8OnTJygrKzNjls+fP1dwjFV2wa9Dhw6VClYCJP9929nZISQkhBn3cDgczJs3D3369MH48eNZ25GXl4erV6/ynXOKcrzOnj0bAwcOxNatW6GlpYXbt29DQUEB48aNE6jbXFMICgqqbhN46Ny5M7y8vNCpUyfcvXsXhw4dAlBS9L1Bgwas+pg4cSKsrKwQEhLCBGJYWVnhxo0brIqkSUNn9z9P9QX71vIjkJubS35+fjRixAhydHSkhQsXVkq76vPnzzR9+nTS1dXlm2LHhqdPn4qlT1cWSbV2pcWrV6/o+vXrdP36dXr16lWVHbeU4OBgUldXpxkzZpCioiK5ublRr169SEtLixYsWMCqDz09Pb76oWfOnCE9PT1pm8xQVmIjMDCQdHR0aPTo0UzKzOjRo0lHR0csWYuq5vPnz7Rr1y7q1KkTKSgoEJfLpaCgIEbnrqpo2bIlTZgwgb59+8bs+/79O02YMIFatmxJREQ3btwQmSb38eNHnjRNthp9dnZ2dP36dfFP4P959+4dbdu2jbp160ZcLpesra1p5cqVTFrQj0Z1pXStXLmSJkyYQAUFBWK1t7GxoY0bNxLR/86huLiYpkyZQr6+vqz6eP78udBNljg4OJC8vDzp6+vT3LlzebT+pEFCQoLEEiBLliwRKF1SltOnT1PLli0pOjqa/v33X7FSqevWrUuJiYlEVKL1Xvp5XLx4kbk/yJq9e/fSnj17iKgkZbdevXrE5XJJWVmZIiIi+La5cuUKs4WGhpK+vj7Nnz+fkXiYP38+GRgYiJRrio+PJyUlJRo+fDjduXOHcnNzKTc3l27fvk3Dhg0jJSWlH0IeqFQXT9QmCnV1dZndU/fv30+DBg1i/f+SjKWkpVEriQ3a2tqMPFLZ+/3169dlOo4SRl5eHt27d69Sqc1FRUU0bdo0RgPzzJkzlTpmw4YN6cKFC0TE+zkkJyeTtra2wHYZGRnUtWtXUldXp169elFGRgZZWloyOpqqqqp09erVStny+++/M+dRapMwyuuZent709u3byt1zI8fP5KVlRVpaGjQtGnTKCgoiIKCgsjd3Z00NDSoSZMmrMaF0tA0f/XqFTk6OjI6pKVzJkdHR4k07iMjI0XKDHXr1o26d+8udOvRo0eljiuONisRUX5+Po+k3PPnz2n9+vUi6yYQVZSVEfRaEE+ePKmghXrhwgXq3r07tWnThpFPEAdxft+CKHvvFEZ8fDzp6+uTpqYmycnJka6uLnE4HFJTU2NVc0BLS4sZd2hpaTFyILdv36bGjRsLbVteVkFZWZkWL14skdzCj0xGRgb179+fmjdvTjt37mT2z5o1izw8PKrEBmno7P7XqXXc1iJTpk2bRlZWVhQZGUkqKiq0e/duWrFiBTVo0ECk2P2HDx/o3LlzdPLkSYmdnJJq7RKVFBZ5/PixWE6Nz58/k4uLC8nJyTEDS3l5eZo0aZLEmrOVoXHjxnTgwAEi4h0kL168mKZPn86qDw8PD2rQoAFFRERQZmYmZWZm0sGDB6lBgwbk6ekpK9N5GDZsGF9R9g0bNtDgwYOrxAaiEkfC3r17ae/evXy1wdggbmExaXDz5k2qW7cu6erqMlpeenp6VLduXaYoYHh4OK1Zs4an3f3798nR0ZF5ra6uXkHzUFhRn1IuXrxIHTp0oMuXL9ObN2/Eci6VJysri9asWUNNmjQhOTk5sfqobq5fv856YCxNSrXdDAwMqE+fPiL13MqjqqrKOHbq1KnDLLA9evSI9PX1ZWm6VBg4cCBFRUUx2tPSRhqO29TUVFZOtvJF9sTRj9bW1mYKc5qbm9OlS5eIqKTYF1tt15SUFNq2bRutWLGCli1bxrOJQ2Unn/b29swzryz79++nbt26iWwfHR3Nd+FZV1e3ynR+JUXU+IftOGjQoEGsx0uVhW0RJnHHUtLUqJXGeG7kyJE0ZcoUIip5fj579ow+ffpE9vb2rCew165dIycnJ+rQoQP9888/RFTyvJbGYigb0tLSqG3btmRsbEznzp2jhQsXkqKiIvn4+LAq8kbEqyNddkz68OFDodfDiBEjqH379rRv3z4aNGgQNWnShPr3708vX76kV69e0fDhwyvl6AsJCSFVVVUaO3YsNW7cmKytrZnizIIor2cqbiGqd+/ekZubG+no6DDXk46ODrm5uVXaESwNUlJSmEWuUk3xyvL8+XNasmQJmZqakpycHPXq1YsOHjwoZUv5I6k2a+/evWnLli1EVFKIWU9Pjxo0aEDKysq0efNmoW3LLhoK2wQxZMgQWrx4MfO6VI+2T58+NHPmTFJXV6f169ezOg9xKDvuloaOdrdu3WjKlClUVFTE/L4zMzOpa9eudOTIEZHt69Wrx9TasbCwYBaGkpOTSVVVVWhbUcVqhRWs1dHRYcYYohY+2VJYWEiRkZG0YsUKWrFiBR09elRmY01ZIsl5SENn979OrVRCLTwkJSWx/l82WoPR0dEIDw9H9+7d4eLigi5duqBRo0YwMTHB/v37BeooJiQkoF+/fsjJyQERQUNDA4cPH+bR4qwMkmjt5ufnw8PDA2FhYQDAaHB5eHjA0NAQ8+fPF9mHl5cXrl69iujoaHTq1AlASdr8zJkzMWfOHL6aarIgMzMTHTt2BACoqKjg06dPAEr0qdq3b4+NGzeK7GPt2rXgcDhwdnZGYWEhiAiKiopwd3fnSRmTJWfPnsXq1asr7HdwcGD1fUjKq1evMHr0aFy5coXRkMzNzUWPHj0QEREBXV1d1n01btwYa9aswapVqxAdHY3du3ezanft2jV07NiRR7ICKNFNiomJQdeuXUX20bFjR6Snp2P//v1ISUkBAIwYMQJjx46FhoYGAPBNidqwYQOT6lLK3r17YWhoCCLC7t27ERISgr179wo9fmn6Xc+ePXn2k5hp8QUFBYiLi8OdO3fw/PnzCqmHPwrlP9uqgp+2W2XQ0dFh7imGhob4+++/YWNjg9zcXEZbiw179+7F1q1bkZ6ejlu3bsHExARBQUEwMzPD4MGDxbZPFCdOnJCovSg5F376gZXl1q1bPFqAgpBGWnWzZs2QmJgIMzMztGvXDmvWrIGioiK2b9/OSn95x44dcHd3R7169aCvr8/z2XA4HPj6+lbaJlVVVSaNlw23bt3iK+FiZ2cHV1dXke0HDBiAjIwMnDlzBmlpaSAiWFpaok+fPmJrSVY1ktYaKMXR0RHz58/HgwcP+Or9Dxo0SKx+v3z5gpCQEBgaGor8X3HHUtLUqJXGeC4wMBB9+/aFtbU1vn79irFjxyI1NRX16tXDwYMHRbY/cuQIxo8fDycnJ8THx+Pbt28AgA8fPsDf3x9//fWXQNvZIiotvWXLlujfvz/Onj0LbW1t9O7dG/369YOzszPOnz+P+/fvizyGtbU1rl+/XkGyKTIyEra2tgLbXbt2DSdOnEDbtm3h6OiIevXqYffu3cwzf/HixRXGFYJwcHBAXFwcwsLC8Ouvv+LLly/w8vJi9Hvnzp3Lqh8SU+JIR0cHW7duxZYtW/D69WsAgK6urlia/9LAwsJCrBoM3759w5EjR7B7925cuXIFhoaGmDhxIlxcXCotUScJkmqzxsfHY/369QBKrkN9fX3cv38fR44cga+vL9zd3QW27datm0S2x8XF8Vxv+/fvh6WlJc6ePQugZN69YcMGzJo1i297SX/fOjo6yM7Ohp6enkDJocqMzxMSErBt2zZwuVzIycnh27dvMDc3x5o1azBhwgQMGzZMaHtbW1vExsbCwsIC3bp1g6+vL968eYO9e/eKlGORRF93/fr1zBxIGpIHaWlp6NevH168eIHGjRsDAFatWgUjIyOcOnUKDRs2lPgYbHj69Cn27NmDp0+fIjg4GHp6ejh9+jSMjY3RtGlTke3T0tLQv39//PPPP2KdhzR0dv/zVJ/PuJaaSGk0Dr8onfL72KCmpkYZGRlERGRoaMikgDx79kzoanqfPn2oY8eOFBMTQ/Hx8TR06FBq1KiR5CdIJZVrK7NyOHPmTGrdujVdv36d1NTUmBX1qKgo1umidevWpcuXL1fYf+nSJbGq74qLmZkZExnaunVr2rp1KxERnT17ttKSEXl5eZSUlERJSUlVGjVMVP2VLUeOHEl2dnY8VXwfPnxIdnZ2rKoQS4PyaXqlvHnzRuKovqKiIoqOjhb4fpMmTXgijMun9t++fZvV9yBuVEJ5Ll26RK6urqSjo0NaWlrk4uJCFy5coOLiYtZ9/NcpKCigsLAwys7OrnTb0qrYY8aMocDAQCIiWr58Oenq6pKrqyuZmJiwrra+efNmqlevHvn5+ZGKigpzXe3Zs4e6d+8usv29e/d4pHSioqJo8ODB9Pvvv/NIgsgCaUU2ElWMEBwyZAi1a9eO5OTkRKa+fv/+nezt7ZlIFXE5c+YMExWTmppKjRs3Jg6HQ/Xq1aOLFy+KbG9sbEwBAQGVPu7s2bOZquCzZ88WuonC0tKSfHx8Kuz38fEhS0vLStv2X6ZsFHf5rTJR3GWjlbS1tUlOTo40NDRYRTDXhLGUtGwoKCigffv2kY+PD7m7u9OOHTsoPz+fVduWLVtSWFgYEfE+f+Pj44VGLolKR69MWnp4eDjf/R8/fqRJkyaxOo+oqCjS0tKigIAAUlVVpT/++INcXV1JUVGRzp07J7Adh8Ohly9fMq/Ljs2JiF6+fMn6muzVqxe9ePGiwv6TJ08KzRQpH3Fb1RJHsogKFBd3d3fS0dEhJSUlGjlyJJ09e7baxl+TJk1inh9liY+Pp6ZNm4psr6KiwsxbR4wYwTxvMzMzWWeaiIuysjJlZmYyr+3t7WnRokXM67S0NNLS0hLYXtLf95UrV5isUmmMzyWJmCUiio2NZTJ9cnJyqG/fvqShoUGtWrWi+/fvs7KhJuDo6EgODg48EfRv3rwhBwcH6tevH6s+3r9/Tzt27KD58+cz/dy7d4/JthDFlStXSEVFhXr16kWKiorMvWrVqlVM5Kusz2PgwIHUt29fWr58OSkoKDC2nz17liwsLFjZ8F+nNuK2Fh7KrlDdv38f3t7e8PHxYUTRb926hcDAQKxZs4ZVf+bm5khPT4exsTGaNGmCw4cPo23btoiOjhZa7frevXs4d+4cE1mze/duZkVGnCrOeXl5mDdvHg4fPoy3b99WeF/YymFUVBQOHTqE9u3b86w+Nm3alHWF8Pz8fL7Rf3p6epWKRJMUe3t7nDhxAra2tnBxccHs2bMRGRmJuLg4kSufZYsFCYNtxKgkVHdlyzNnzuDChQuwsrJi9pWKq/fp00fmxwf+t+pdnrdv34pdRCktLQ27d+9GaGgoXr9+jYKCAr7/l5GRwRNVvHz5ctSrV495bWBgILIKMSB5dAJQEtn57t07ODg4YPv27Rg4cCCUlJRYty8qKsL69esFFuyTRaG7moi8vDymTp2K5OTkSrdt3rw52rRpgyFDhmDEiBEAgIULF0JBQQExMTEYPnw4Fi1axKqvDRs2YMeOHRgyZAhPBL+dnR28vb1Ftndzc8P8+fNhY2ODZ8+eYfTo0Rg6dCj+/PNP5Ofny7RghLQiG4GKEYJcLheNGzfG8uXLRd5jFBQUKpU9I4iyGS6NGjXC48eP8e7dO9aFIt+/f89cD5Xh/v37zL1HWNQeGxvWr1+P4cOH4/Tp08yz4u7du0hNTcWRI0cqbdt/meLiYon7KP/743K50NXVRbt27VgVJpHmWOr169d48uQJgJLMF7aZMtKyQV5eHk5OTgIzz4Tx5MkTvlk1WlpayM3NFdhOmgXOBBUo0tDQwK5du1j1MXjwYERHR2P58uVQU1ODr68vWrVqhejoaPTu3Vto2/IR/OJy/vx5vvv79+/PFGkVhK+vL09BrZUrV4pVUEscpB0VKAk3btzAkiVLMG7cONStW7dabRF07dna2lYoMM2PRo0aISoqCkOHDsXZs2cxe/ZsACWZduLMPytDnTp1kJ2dDSMjIxQXFyMuLo4nivb79+9CI7sl/X2XHZNLY3wuScQsAJ6C13p6ejhz5gzrY4eHh/O8ZlPkT1ZcvXoVt2/fRp06dZh9devWRUBAAJO1IYykpCT06tULWlpaeP78OaZMmYI6derg6NGjyMzMrHCu/Jg/fz78/Pzg5eXF3DeAEr8Am2xbaZzHxo0bMW3aNERGRmLLli1Mls3p06fh4ODAyob/PNXtOa6l5tKmTRu+mkCnTp2iVq1asepj3bp1jPj3+fPnSVlZmZSUlJhiTIIov5JN9D8dMHGQRGu3bNRX2RX1hIQE0tTUZHV8e3t7GjFiBH358oXZl5+fTyNGjKCePXuKdU7iUFRUxKPRe/DgQfLw8KCQkBCR0WgcDodMTU2Z6C9BW1Vx+/ZtGjt2LNna2pKtrS2NHTuWbt++XSXHVldX57vaGx8fTxoaGjI9dmkEHpfLpX79+vFE5Q0aNIhMTU2pb9++rPvLz8+nsLAw6tKlC3G5XOrWrRtt2bKFJ5qlPDo6OnTjxg2B79+4cYN1lMf79+9p7dq1NHnyZJo8eTKtW7eOcnNzWdu/fft2ev/+Pev/L8/ixYvJwMCA1q5dS8rKyrRixQqaPHky1a1b9z9VuICoRI/s2LFjlW537do1cnFxIQ0NDVJTUyNnZ2e6du2aWDYI0jxMSUkhZWVlke01NTUpLS2NiIgCAgKoT58+RFRyTTZo0EAsm35EZs2aRfPmzatWGyZNmsRoBVYnWVlZtGDBAuY+uWDBAp6oplp+HKQxlpJUo7YmjOfMzMzo/PnzRMR7nwwLCyMrKyuZHff48eOMfm2pDiq/7cSJEzKzgahkPOrm5sZE3isqKtKkSZOY125ubhJnHolCFgW1ahEPaWqz/vnnn0zR4F69ejH7/f39ycHBQSb2lzJ27FgaMGAAZWZmUmBgIKmrq/NED0dGRlLz5s1lakNZJNXRljRitkePHnzH9x8+fBD526pJv0MdHR26efNmhf1s50o9e/ZkMofK3u9v3rxJJiYmrGxQU1NjfChl+0hPTyclJSVWfUh6HrVITm3EbS0CefDgAczMzCrsNzMzw6NHj1j1UbpSCZToWT5+/Bj37t1Do0aNRGrkPnr0CC9fvmReExGSk5MZDUWAnc4uIL7WLlCy4nfq1Cl4eHgA+N/K/s6dO5lIZFEEBQWhb9++aNCgAVq0aAEASExMhLKyMqNdVBX8888/PFpuo0ePxujRo0FEyMrKgrGxscC27u7uOHjwINLT0+Hi4oJx48bxrLpVNe3atcP+/fur5dj29vbw9PTEwYMHUb9+fQDAixcvMHv2bNa6auJSGs1B/6/9rKKiwrynqKiI9u3bY8qUKSL7iY2Nxc6dOxEREYGGDRvCyckJMTEx2Lx5M6ytrYW2tbW1RVRUlMAV1qNHjwrVpyslLi4Offv2hYqKCtq2bQugJDpl5cqVPBH3wih7rv/88w8AoEGDBiLblbJ//37s2LED/fv3x9KlSzFmzBg0bNgQzZs3x+3btzFz5kzWfUmb3NxcoZkJ0mbatGmYM2cO/vnnH74aloLut126dEGXLl2wYcMGHD58GKGhoejWrRsaNWqEyZMnY8KECdDX12dlg5mZGRISEipoHp45c4Ynwl0QRMREBl64cAEDBgwAUKJh+ebNG1Y21CQ+ffrEE2HD5XKhrq4usl1hYSF2796NCxcu8P0uhUWBSSu7olGjRli8eDFu374NGxsbKCgo8LzP5rf14cMHFBUVVXjWvHv3DvLy8qwioBo0aICVK1eK/L9aRHP16lWsXbuWicy3traGj48PunTpIrJt2Yypv/76i0fzWU5ODv379xfZhzTGUpJq1NaE8dyUKVPg6emJ3bt3g8Ph4N9//8WtW7fg7e2NxYsXy+y4Q4YMwcuXL6Gnp4chQ4YI/D+2GpixsbEoLi5mouFLuXPnDuTk5Hgi7srStWtXJloaKNHrf/bsWYX/EUSdOnWQkpKCevXqicwgEJR1c+XKFYFtqprMzEyh7wsb29ckMjMzYWRkVOH7EDVHkaY266+//orOnTsjOzub+X0DJbUYhg4dKsZZsWflypXo3bs3TExMICcnh5CQEJ5n9969e2Fvby9TG0oRV0e7LJJEzAIlv7HyWXAA8PXrV1y/fl1oW2lmF0jKgAED8Ntvv2HXrl3MXOfOnTuYOnUqK2342NhYbNu2rcJ+Q0NDHj+JMLS1tZGdnV3Br3P//n1W+vKA5OcBSK6z+5+nGp3GtdRwbG1tafz48TyRmN++faPx48eTra2tTI9dVmuXn5ZaZTTViMTX2iUqqfCurq5OU6dOJWVlZfL09KTevXuTmpoaxcXFsbYhLy+PduzYQV5eXuTl5VUpPTNpIaku6tevX+nAgQPUq1cvUlVVpREjRtCZM2eqRcsqLS2NFi5cSGPGjGHO6a+//qK///5b5sfOzMykli1bkoKCApmbm5O5uTkpKCiQra0tZWVliWx/9epVnsjnUgoKCujq1ausbFi6dClfHS822NjYkImJCf3+++88n5e8vDw9fPhQZPvIyEiSl5enjRs3UlFREbO/sLCQQkJCSEFBgf7880+R/XTu3JkmTpzI81kUFBTQhAkTqEuXLqzOpaioiJYtW0aampqM/raWlhYtX76cxzZBqKqqMvcGfX19unfvHhGVVDlnG1EvDQICAigiIoJ5PWLECOJyuVS/fn2R1a2lhbTut0QlmqgLFiwgIyMjUlBQoIEDB7Jqt2PHDjI0NKSIiAhSU1OjgwcPkp+fH/O3KHr06EHOzs4UHh5OCgoKlJqaSkQl+l5sIxOqk/v375OjoyPzWl1dnUdbXk5Oju7evSuyH0miwKSVXSFONefyODg40KZNmyrs37JlC8/nVEvlKSwspPv379O7d+9Y/f/evXtJXl6eRo4cScHBwRQcHEwjR44kBQUF2r9/v9C20dHRPDUB1NXVK9xn2DwziCQfS0lDo7a6x3PFxcXMfbH0M1RWVubRw/wRaNOmDd/v/ciRI9S2bVuZHTc0NJS+fv3K/C2pJnl1U74GSfmtMuTl5VFycjIlJibybFWBuHMUaWuzlpKVlcVqTC9NCgoKKCEhga/uckJCAr1586ZK7BBXR7ss4kbMll5zHA6HLl++zHMdxsfHk7+//w8xnivl/fv3NGjQIOJwOKSoqEiKiorE5XJpyJAhrDIMdXV1mboiZb+Lc+fOsc4kmzNnDnXu3Jmys7NJQ0ODUlNT6caNG2Rubi6ybgKb82CT+SgNnd3/OrWO21oEcufOHdLT0yNdXV3q2bMn9ezZk3R1dUlPT49xfAri4sWLZGVlxTctJTc3l6ytrYWm0j5//pzVxhYbGxvmgd2zZ0+aM2cOEREFBweToaGhyPZpaWnk6upKbdq0ISsrK3JycuIpgCOMW7du0YIFC8jb25v++usv1jbLAg6HQ69evaqw//nz56yE4su3Wbp0KZmbm5OxsTF9+vRJWmaKpCbc/IuLi+n8+fMUEhJCISEhTNoiG2RZWIwNioqKNH78eDp37hyP052t45aIaO7cucThcEhTU5NatmxJLVu2ZJyn3t7erPpQVlam5OTkCvsfPnzIugjE/PnzSVdXlzZv3swM7DZt2kS6urq0YMECke0tLS0ZiY1OnTrRqlWriIgoIiKCdHV1WdkgDUxNTZkUpHPnzpG2tjadPXuWJk+eTL17964SG6R1vy3l8+fPtG3bNqpTp06lrut9+/ZRo0aNGIeEoaEh7dy5k1XbxMREatasGWlqavIMRmfMmEFjxoyp9DlUNZMmTaKVK1cyr9XV1Wn//v105coVunz5Mo0fP57GjRsnUxumTZtGOjo61LJlSwoODuYpRFHV6Ojo8BSBLCU5OZnq1Kkjs+OKSretTOptTcHT05P5HRUWFlKnTp2Iw+GQmpoaX0dmeZo0aULr1q2rsD8wMJCaNGkitO3AgQNp165dzOvyhZxWr14t0hEvrbGUiooK32vq77//FjkOqknjOaKSYIqHDx/SnTt3qnQMJi3KFxUr5dmzZ6Surl4NFlUfnz9/plOnTtGWLVuYhZHSTRQJCQk8W2xsLG3fvp2aNGnCFJgUxatXr6h///5Scf6KizTnKOIiaTBAKbGxseTj40OjRo2qUGz0R0BFRYXS09OJiPd+/fTpU9ap9fxkD4lKZBPk5eWFtitfHL3spqqqyvM8KY+ooqaVKXAqTVJTU+nEiRN04sQJJqiADZMnT6YhQ4bQ9+/fGdnIjIwMsrW1JU9PT1Z9fPv2jVxdXUleXp44HA4jBzJu3DgqLCyskvNo3749U8C47DV1584dVr6YWmodt7WIoHTiXXqD2759O6sov4EDB/Id4JcSHBxcpXqogrR2ORyOUK1dSfnzzz+Jy+WSmpoaaWtrE5fLpT/++ENmxxNE6ffH5XJ5dMFmz55NM2fOpHbt2lHHjh0r1WdmZiYtW7aMzMzMyNDQsEonDdV584+IiKCxY8fSr7/+KrZ+o6DB6ZMnT1hr5L58+ZLGjRtHBgYGJCcnV6lB9j///EN+fn7UsGFDql+/Ps2ZM4fi4+NJQUGBteOWqGQSO3PmTHJ0dCRHR0eaOXMm3bp1i3V7PT09Onv2bIX9Z86cIT09PVZ9GBgY8K1GHhUVRfXr1xfZft68eYyjLCIiguTl5alRo0akqKhYpRqhZasJz5w5k3777TciKrkmtLW1q8wOaXD16lWaMGECqaurk6amJrm6urK+Lr5+/co8Y/Ly8vgO+sXhy5cvjDZjVfHt2zd6/Pgx3+h6QTRp0oSJrCCq6OC6ffs2GRsbS9VOfkg7u6K4uFistqqqqnwXSZOSkmRa4VtUBJu4kejViaGhIcXGxhIR0bFjx6h+/fr05MkTWrRoEavnv6KiIt9JWmpqqsiJvKmpKT1+/Jh5Xf66TkpKErpQJs2xlLgatTVlPFfdODo68kSJrVq1iifa6s2bN6x1duvUqUMxMTEV9t+8eVPmz71Dhw7xZBRmZWXxOOby8vJo9erVMrWhlPj4eNLX1ydNTU2Sk5MjXV1dZlGFbXYCP06ePEndunVj9b9jx46lTp06UWxsLKmpqdG5c+do79691LhxYzp58iSrPjIyMvje54uLi5nMJn5IY46yevVqnqj3GzduMFHVREQfP34kd3d3kecgaTAAUUn9EAUFBRowYAApKirSgAEDyNLSkrS0tGjixIms+qhuJNHRljRi9vnz55Senk4cDodiY2N5Agj+/fdfkY7G8llGmpqapKqqytREUVNTI01NTdbat+I64YuKiiggIIA6duxIdnZ2NG/ePLEyM3Jzc6lXr16kra1NcnJyTCZb165dK515mZGRQadOnaJDhw5RSkpKpW3hx5EjR8jGxkbk/0lDZ/e/Tq3jthaZYGxszDeioZTk5GQyMjKqQot4ef78OR05coR11Ky4tGrVitzc3JiHjL+/f7UIeJc+vDgcDnXs2JHngdanTx/67bffWN3Ay07mlZWV6ddff6VTp05VahVaGlTXzX/z5s3E4XDI0tKSWrRoUanoUiLpFhZzcHAga2tr2rx5Mx07doyioqJ4NrZcvHiRnJycSEVFhTgcDvn4+NCTJ09Yt5cEDw8PatCgAUVERFBmZiZlZmbSwYMHqUGDBqxXkZWUlPja+/jxY1bFrMoTExNDgYGBMi+uUh4DAwMm4tbS0pIOHz5MRCXnIeuCd2VJS0ujGTNmMFkWHh4eTLEvYbx48YJWrlxJFhYWxOFwqFOnTrR7927Wg8pXr16Rg4MDycvLE5fLpXbt2rE6Lj/ev39PO3bsoPnz5zPRovfu3WOKa8iavLw8mjRpEsnJyZGcnBxzf5oxYwYT0S0IFRUVntTMdevW8UR1ZmRksL7HSSviR5LsirCwMGrWrBkpKSmRkpIS2djYUHh4OOv23bt3pxkzZlTYP23aNOrcuTPrfiqLqHRbcVNvqxMlJSXm2poyZQpzj3327Bmre0zDhg1p69atFfZv2bKFGjVqJPLYpdFbRCXXZtmFlGfPnpGioqLA9tIcSyUlJZGBgQHVrVuX7O3tyd7enurWrUuGhoZCpZYktUFHR4dev35NRETa2tqko6MjcKsqwsPDqWPHjmRgYMBkVaxfv17oGKJ8xpCGhgaPE/7ly5esFzRGjx5N3bp143EEv3//nrp160YjRoyo7OlUCmmeh6R069aNpkyZQkVFRcyYNjMzk7p27co6YpYfqamprCNV9fX1mWxKDQ0NZlx1/Phx6tSpE6s+xM0mk8YcRVrfp6TBAEQlWZ4bN24kov/NUYqLi2nKlCnk6+vLqo/qIiwsjL5+/Ur+/v5kbW1Nt2/fJg0NDbp+/Trt27ePdHV1KSQkRGgfkkbMSpPAwEAaOHAgjyTQu3fvaPDgwbR27VqR7SVxwi9fvpy4XC716dOHBg8eTMrKyuTi4iL2uVy/fp02bdpEq1evrlSWpzTYunUrDR8+nMaMGcNkKV68eJFatmxJqqqqNHXqVJF9GBoaMvOcsnP3o0ePkrm5ueyM/4moddzWIhOUlJSEhs+npqaK5VSpLJJINoiKtmET2aimpsbzOXz79o3k5eWlFkVWWSZOnCh2aqe7uzvp6OhQ8+bNKSgoiJmAVAfVdfO3trbmSb/eu3dvpdK3Jk6cSBMnTiQOh0OjRo1iXk+cOJF+++038vf3Z/25qqurs6rKypbc3FzatGkTtW7dmjgcDqvVU0n59u0bzZw5k9FJ4nK5pKSkRLNmzeKJlBBG27ZtycPDo8L+GTNmULt27aRtssyYPn06mZiYUK9evahu3bqMc+zgwYMy1xQv5cyZM6SoqEht27Zlol3atm1LSkpKdO7cOYHtSh2u+vr6NHfuXJ7IOra4uLiQvr4++fv707p166hx48bUvXv3SveTmJhI9erVo0aNGpG8vDxzb1i4cCGNHz++0v2Jw8yZM6l169Z0/fp1nlTgqKgoHp1Pfujo6NCNGzcEvs+2eq80I37Eza4IDAwkVVVVmjt3LlNt3sfHh1RVVYVm5JTlxo0bpKysTF26dKGlS5fS0qVLqUuXLqSsrCxUbqmWihgbG9PZs2epsLCQjIyMmCi6v//+m1V04+bNm0lRUZGmTp1K4eHhFB4eTm5ubqSkpMTXoVsWAwMDoRPNs2fPkr6+vsD3pT2WEkejVlIbapqu6ubNm6levXrk5+dHKioqzH1qz549Qu+95dOfy0dPV8bhmZWVRebm5qSlpcU46rS1talx48ZMBoqskOZ5SIqWlhbz3NTS0mICX27fvk2NGzcW2b68fEtubi4lJyfTqFGjqEWLFqxs0NDQYBZXjI2NmefQs2fPWGc3SCp1IMkcRVrfpzSCAVRVVZnPsk6dOkyQ0KNHj4Te52oCpQ5wSXS0JYmYPX78OLOoVzpuELSxoX79+nwX5B48eEAGBgYi20vihG/UqBHPs/H8+fOkqKhYZcFO0pKMWLVqFSkoKFDr1q1JTU2NVFVVaeXKlaSvr0+rVq1irZMvDZ3d/zry1V0crZafE0NDQ/z9999o1KgR3/eTkpJgYGAgczuCgoIwZcoUvpWntbS04ObmhnXr1vGtiExEMDExwYQJE2BrayvW8fPz83mOraioCGVlZXz+/Bl6enpi9SkJe/bs4Xn98eNHXLp0CU2aNEGTJk2Ett26dSuMjY1hbm6Oq1ev4urVq3z/7+jRo1KzVxCjR4/GvHnz8Oeff4LD4aC4uBg3b96Et7c3nJ2dZXbcZ8+eYcKECczrsWPHYvLkycjOzmZ1PZd+/qampvD29q5Q6b0yGBkZ8VSblxQtLS1MmzYN06ZNQ0JCgsiK8dJAUVERwcHBWLVqFZ4+fQoAaNiwIVRVVVn3sWbNGvTv3x8XLlxAhw4dAAC3bt1CVlaWwKq3J06cYN0/20qpkrJ+/XqYmpoiKysLa9asgbq6OgAgOzsb06ZNqxIb5s+fj9mzZyMgIKDC/nnz5qF379582ykoKCAyMhIDBgyAnJycWMc+f/48QkND0bdvXwAl1WutrKzw7ds3KCkpse7Hy8sLLi4uWLNmDTQ0NJj9/fr1w9ixY8WyrbJERUXh0KFDaN++PU9166ZNmzLXuSBsbW0RFRXFVLsvz9GjR1k9j/z9/bF+/XpMnz4dGhoaCA4OhpmZGdzc3Fjdq759+4ajR49i9+7duHHjBgYMGICNGzfCwcEBXC5XZHsA2LBhA7Zs2cJzTx40aBCaNm2KpUuXYvbs2SL76NSpE27duoU//vgDhw8fhoqKCpo3b45du3bBwsKClR2RkZE4fPgwMjMzK1Sojo+PZ9XH9evXsW3bNjx79gx//vknDA0NsXfvXpiZmaFz586s+qhuXFxcMHLkSBgYGIDD4aBXr14ASqpCi3r+A4C7uzv09fURGBiIw4cPAwCsrKxw6NAhDB48WGjbrl27IiQkhDlmeUJCQtC1a1eB7aU1lrp9+zaio6Px/ft32Nvbw9XVlXVbSW0oO3Yo+3d1sWHDBuzYsQNDhgzhuefb2dnB29u7Smxo0KABkpKSsH//fiQmJkJFRQUuLi4YM2YMFBQUqsQGaZCbm4u7d+/i1atXKC4u5nmPzZhUQUGBua/q6ekhMzMTVlZW0NLSQlZWlsj22traPM8aoGQOY2RkhIiICFbn0LhxYzx58gSmpqZo0aIFtm3bBlNTU2zdulXkM8PLywsAwOFwsHjxYp4xXFFREe7cuYOWLVuKtKH8HKU6aNGiBTZu3IiQkBCe/Rs3bkSLFi1Y9aGjo4NPnz4B+N982MbGBrm5ucjPz5e6zdKkdF7B4XCwcOFC+Pj4IC0tDZ8/f4a1tTUzNhWGiYkJAFT4LbBhyJAhePnyJfT09DBkyBCB/8fhcFBUVCSyv48fP+L169cV9r9+/Zr5joTx9OlT9O/fH0DJPT8vLw8cDgezZ8+Gvb09li1bJrBtZmYm+vXrx7zu1asXOBwO/v33XzRo0EDocctff8KYOXMm3/33799n1b78vaM8e/bswY4dOzBhwgRcv34d3bp1Q0xMDNLS0io1j/X398f06dNhZGSEoqIiWFtbo6ioCGPHjsWiRYtY9/NfptZxW4tM6NevHxYvXgwHBwcoKyvzvPflyxcsWbIEAwYMkLkdiYmJWL16tcD3+/Tpg7Vr1/J97+7du9i1axcz4Z00aRKcnJygo6NTKRt27tzJ86ArLCxEaGgo6tWrx+wTdNOVNiNHjkTXrl0xY8YMfPnyBXZ2dnj+/DmICBERERg+fLjAts7OziJv7lWFv78/ZsyYAWNjYxQWFlbZzf/bt288DykulwtFRUV8+fKlUv0sWbJEYluCgoIwf/58ZnAtTVq2bFmpQYOkqKqqwsbGRqy23bp1Q0pKCjZt2oTHjx8DAIYNG4Zp06ahfv36fNsIGwyWhe3AUBrcunULs2bNgrw872PZw8MDMTExVWJDcnIy45Apy6RJkxAUFCSwXWUc4YL4999/eSZFFhYWUFJSQnZ2dqWu79jYWGzbtq3CfkNDQ7x8+VJiO9nw+vVrvo6c0gG/MKZNm4bRo0fD1NQU7u7uzGS+qKgImzdvxoYNG3DgwAGRNkgy2Zg2bRoiIiJgZGSESZMm4eDBgzzPK7ZkZ2ejY8eOFfZ37NgR2dnZrPtp2bIl9u/fX+njAyWTn4ULF2LixIk4fvw4XFxc8PTpU8TGxmL69Oms+jhy5AjGjx8PJycnxMfH49u3bwCADx8+wN/fX+ACUU1j6dKlaNasGbKysjBixAhmQUROTg7z589n1cfQoUMxdOjQSh973rx56NChA0aMGIG5c+fC0tISAPDkyROsXr0aFy5cEHmfk3QsFRkZiVGjRkFFRQUKCgpYt24dVq9eXSknZU0az0lKeno630UgJSUl5OXlCWzH4XAq3MfEGRsWFBSgSZMmOHnyJH777bdKty9Lfn4+34WZ5s2bS9QvG6Kjo+Hk5ITPnz9DU1OT57PgcDisHLe2traIjY2FhYUFunXrBl9fX7x58wZ79+5Fs2bNRLa/fPkyz2sulwtdXV00atSowphCEJ6ensx9ecmSJXBwcMD+/fuhqKiI0NBQoW1LHUREhAcPHkBRUZF5T1FRES1atGD1O8vLy0NAQAAuXrzI1wn+7NkzVuciCeIEA5Sna9euOH/+PGxsbDBixAh4enri0qVLOH/+PHr27Mnaluq6rstew4qKirC2tmbd9sSJE3B0dISCgoLIsSG/wIiy37k4jt/yDB06FC4uLggMDETbtm0BlCxW+vj4YNiwYSLbS+KELywsrOADUVBQQEFBgcjjrl+/nuf169evkZ+fD21tbQAli0WqqqrQ09MT+Mwpf18Ql8zMTNjb2wMAunTpAgUFBSxbtqxSTlsiwsuXLxESEgJfX188ePAAnz9/hq2tLetF+FoADkkzZKuWWv6fnJwctGrVCnJycpgxYwYaN24MAHj8+DE2bdqEoqIixMfH45dffpGpHcrKykIjf9PS0mBjYyPU8fb161dERkZiz549uH37NgYOHIjJkycLjD4ri6mpqcgBLYfDqZLBCADo6+vj7NmzaNGiBQ4cOIAlS5YgMTERYWFh2L59O+vVueqiuLgYf/zxB06cOIHv37+jefPmGD58eJXd/LlcLn777TeeaIJNmzZh3Lhx0NLSYvatW7dOaD85OTnw9vZmBqflb8NsnIU6OjrIz89HYWEhVFVVK0SnvHv3js0pVRuXL19GfHw82rdvj06dOmHbtm1YuXIlvnz5giFDhiAkJAQqKipC+ygoKICDgwO2bt36wz/45eTkkJ2dXcHh9/btW+jp6VWJA9nIyAjr1q3DiBEjePYfPnwY3t7eyMzMlNmx5eTk8PLlS+jq6jL7NDU1kZiYCDMzM9b96Onp4ezZs7C1tYWGhgYSExNhbm6O8+fPY9KkSayilySla9euGDFiBDw8PKChoYGkpCSYmZnBw8MDqampOHPmjND28+bNwx9//AENDQ2Ym5sDKJmwfv78GV5eXvjjjz9E2tCgQQOcPn0aNjY2aN68OX7//XeMGTMGt27dgoODAz58+CCwLZfLhbGxMWxtbYU+v0RlVzRr1gxjx47FggULePb7+fnh0KFDePDggcjzKMvXr18rTGD5ZdOUpUmTJliyZAnGjBnDcz34+vri3bt32Lhxo8jj2traYvbs2XB2dubp4/79+3B0dKyyBYHqwtjYGPfv30fdunUBlESeOTs7i/zsy3P8+HG4urpWeDbp6Ohg586dQhfUpDGWat26Ndq0aYNNmzZBTk4Oq1atwh9//MH6WVnTxnOSYm1tjVWrVmHw4ME81/WGDRuwZ88egdHoXC4Xjo6OjOM/Ojoa9vb2zCT+27dvOHPmDKtnlqGhIS5cuAArKyuxzuH169dwcXHB6dOn+b4vzAYul4uwsDBm7DZmzBgEBQUx85Lc3Fy4uLiIPA9LS0v069cP/v7+lcoWKktcXBw+ffqEHj164NWrV3B2dkZMTAwsLCywe/du1pGe0iQ/Px+PHz+GsbEx64U7FxcXBAcHV/reUMqYMWNw9epVjB8/nskMKIunp6fAtlwuF35+fszCyrx58+Dj48PY/unTJ/j6+rK6Lv/991+eYAArKyuhwQDleffuHb5+/Yr69eujuLgYa9asYb7PRYsWiQwAkuS6lhQul4tmzZqJdPgLuz+URswKy86pqsCI/Px8eHt7Y/fu3YzDVF5eHpMnT8Yff/wh0vk4duxY2NnZwcvLCytWrMCGDRswePBgnD9/Hq1atRI6Dip/rwQq3i8B0WOpAwcOYPPmzdi1axfjT3ny5AmmTJkCNzc3ODk5ifwcJIHL5SInJ4cZn5cd17KluLgYysrKePjw4Q8/X6tOah23tYjk3r17SE5OBlAy0GvVqhWrdhkZGXB3d8fZs2d5Ui/69u2LTZs2sfrBS+rgatiwIQIDAwVOCI4ePQpvb2/WA+309HRMnjwZV69exevXr1GnTh1W7WoKKioqSElJgZGREZydnVG/fn0EBAQgMzMT1tbW+Pz5c3WbKJQVK1Zg6dKl6NWrF1RUVHD27FmMGTOmStL6AaB79+6sJm6XLl0S+j+Ojo7IzMzEjBkz+A5ORaWdAkBYWJjQ96s6FTMgIABTp05lVoOFsWPHDri7u8PMzAxZWVlYsmQJVq5cifHjx4PL5WLfvn1wd3evkLLPD11dXWZA/CNTfmBUSkpKCuzs7PDx40eZHXv58uXw9vbG2rVrsX79esyfP5+JlLx58yZWr14NLy8vLF68WGY2cLlcaGlp8fwWcnNzoampyTP4F+VkcXV1xdu3b3H48GHUqVMHSUlJkJOTw5AhQ9C1a1ehkcPS4saNG3B0dMS4ceMQGhoKNzc3PHr0CDExMbh69Spat24tso/bt2/j4MGDSE1NBVASgTxmzBi0b9+elQ2STDYmTpzIKoJOVFrrkSNHMGrUKPTq1YuRfrh58yYuXryIw4cPs4rczM/Px9y5c3H48GG8ffu2wvuixgCqqqpITk6GiYkJ9PT0cP78ebRo0QKpqalo37493z759fHo0SOYmpryOLiePXsGa2trfP36VWQf1YU00i3LTsSBEmd5QkICs6hQGfLz83H27Fme67pPnz4SyQaxRV1dHQkJCcxC/vfv36GmpoYXL15Ui3RVdbNz504sXboUgYGBmDx5Mnbu3ImnT59i1apV2LlzJ0aPHs23nYuLC6v+2aS9+/v7IyUlBTt37mQdGVoWJycnZGRkICgoCN27d8exY8eQk5MDPz8/BAYGMlkH/GAj+cLGuaSmpoYHDx6I9XuQlOLiYjx8+JDJWNq6dSvP4pacnBxP5kZNR1tbG6dOnRIoFSQMNgsrQMk8ThA1JRhAkutaUrhcLubMmSNSEkEamYNsuHjxosAI7MrM/fLy8ngk2dg+cyRxwkvrXtmwYUNERkZWyJC4d+8efv31V6HXtDQoH7TEL2AJEB201LRpU+zatYv1OLaWitQ6bmthKK8l+OrVK4wePRpXrlzhCc3v0aMHIiIiKjgYBPH+/XukpaWBiGBhYVEpqQFJHVweHh64cuUKYmNj+Uo2tG3bFj169BA5ufnnn38QGhqK0NBQ5Ofnw9nZGX5+fmINNKsTS0tL+Pn5oX///jAzM0NERATs7e2RmJiInj174s2bN9VtolAsLCzg7e0NNzc3AMCFCxfQv39/fPny5YcZmAIlq5XXr19npfn1o1CZyXyzZs3g5uYGDw8PnDlzBgMHDsTOnTsZZ/Off/6J33//HWlpaSL7mj17NpSUlFg5eWsipalax48fh4ODA889uKioCElJSWjcuLHIKE1JKI321dXVRVBQEAIDA/Hvv/8CAOrXrw8fHx/MnDlTplIpohYiShG1IPHhwwf8+uuvTART/fr18fLlS3To0AF//fVXlTiIgJII2VWrViExMRGfP39Gq1atMG/ePLElQSqLpBE/0uLevXtYv349s/hrZWWFOXPmsNaNnz59Oi5fvowVK1Zg/Pjx2LRpE168eIFt27YhICBAZKSJubk5jhw5AltbW9jZ2TERKufOncPo0aNZRVuam5tj+/bt6NWrF4/jNjw8HAEBAXj06BGrc6kO2EbECIsULe+4LfsZ/EiUPw/gxz0XabF//34sXbqUcWjUr18fy5Ytw+TJk6vk+EOHDsXFixehrq4OGxubCvdnUZFoBgYGOH78ONq2bQtNTU3ExcXB0tISJ06cwJo1a3Djxg1Zmg+g5Bk+evRojBw5UubHKs+BAwewdetWXLt2DUDJ9aytrc3MTd68eYOgoCBW32dRURFCQ0MFOslEBSSUEhcXJ1BTXNT3aWZmhr/++kvsCGxpIG4wQGUW10VFJFfndc3vPlldLFu2DMuXL4ednR1fH8CxY8eqybKqRVVVFVevXkWbNm149t+9exfdu3eXuW6ytIKWoqOjsWbNGmzZsoWVBEwtFfmxvE61yJR169bB0NCQ0WPy8PDAp0+f8PDhQ+Yh+ujRI0yYMAEzZ87EwYMHWfWro6NT4WbDlhs3bkjk4Fq0aBGOHj0KS0tLgZINCxcu5Nv2+/fvOHbsGHbt2oXr16/D0dERQUFBcHR0FLsAT3Uza9YsODk5QV1dHSYmJujevTsA4Nq1a1XmUJAESYTeaxLSLiwmTgqxIHJzc1lFzZanMufz7NkzRtvKwcEBHA6H0Z4CgHbt2rFOaS8sLMTu3btx4cIFtG7dusLET9QKcHVTumJNRNDQ0OCRh1BUVET79u0xZcoUmdpQNiNi9uzZmD17NqPpVbbAlyyRVoS4lpYWzp8/jxs3biApKYlxmgoqiiRtCgoK4ObmhsWLF2PHjh1Vckx+lM0G4XK5rDVMpU3r1q2xb9++Src7cOAAxo4di+joaISHh6N79+5wcXFBly5d0KhRI5iYmGD//v0iHbf29vY4ceIEbG1t4eLigtmzZyMyMhJxcXGs9O0AYMqUKfD09MTu3buZ582tW7fg7e0t0yh0aSDrSJwfjZqiUTtp0iQEBwdXuL/m5eXBw8OjyrKInJyc4OTkhPz8/GopmqutrS20toIo8vLyGJt1dHTw+vVrWFpawsbGhnXhQUnp378/fHx88OjRI9jY2FSQrRJU4FSUFE1ZBJ3Lnj17Kmh1X716lVmI2Lp1K/bt28fKcevp6YnQ0FD0798fzZo1E2uhNiIiAs7Ozujbty/OnTuHPn36ICUlBTk5OawyLFasWAFfX1+EhYWJLTshKePGjcOuXbsqHQzAr0CcIERFcVfndS3tBXpJIma3bt2K0NBQjB8/Xqo2iUKaTnhp0LNnT7i5uWHnzp1M1vO9e/fg7u5eJWPbK1euSNQ+PDwcI0eOhLOzM/Lz89GiRQsoKipWkMOr6RJ/NYHaiNtaGJ4+fYpff/0Vw4YNw+LFi6GlpYULFy7wXeHp06cPcnNzZW6TtbU19u/fzzo6hx/iSjbUrVsXGhoamDBhAsaPHy9wQFsVN21pEhcXh6ysLPTu3ZuZwJw6dQra2tpipSdVJfx0MMXR2qluzp07h8DAQIkKi+Xl5WHevHlipxADwOrVq2FqaopRo0YBKCled+TIEejr6+Ovv/6qlK5aZSKXREVw5eTkoH79+qzOoUePHgLfY7MCXFNYtmwZvL29qywitCyCZBpqEQ8tLS0kJCTUmHsSEeHy5cv48uULOnbsWGXRtuLY8OXLF8yYMQPv3r3DsWPHoK6ujkePHsHY2BgNGjTA0aNH0bZtW6Snp8PGxkakvE9xcTGKi4uZCLSIiAgmmsrNzY2niI4w2/39/bFq1SomskVJSQne3t5YsWJFJT+J6uf79+9IT09Hw4YNWWUNidKOLKWmF+WqSRq1gjTN37x5A319fRQWFsrcBnFxcXHh+RyrysnMjzZt2sDPzw99+/bFoEGDoK2tjVWrViEkJASRkZFMJDE/SqNUS+natatYNoir4ymsQGR5BKWlGxkZ4cqVK2jYsCGAimOp5ORkdOrUiZVDpF69eggPD+cJjqgszZs3h5ubG6ZPn87YYmZmBjc3NxgYGIg8Z1tbWzx9+hREBFNT0wpOcGFOy/DwcJ7XbIrC8cPDwwPh4eGwsLCoVDDA1atXmb+fP3+O+fPnY+LEiTwFzsLCwrBq1SqRC9WSXNeSIs2IW0kjZuvWrYu7d+8y13dVweVypeaElwavX7/GhAkTcObMGeY3UVhYiL59+yI0NLRGREcLo/R5J0izuZSqlvj7Eal13NbCw9evXzFz5kxs375dYDr3/fv30a1bN5lqLpYiDQdXKZWVbCg7GON3AyeiKq06L23KOrF/FKQl9F7dSKOwmKQpxEBJWtr+/fvRsWNHnD9/HiNHjsShQ4eYNLdz586xPqesrCzUr1+fVTS6nJwcUlJSoKurCyKCkZERbty4wfzGc3Jy0KRJkx/2t/WjwU9flh81dTVcGjqe0mTChAlo2bIlZs+eLfNjlSc3Nxeenp5M4b/AwED069cPMTExAEqKt507d06mVaklscHPzw85OTnYsGEDgBJHwIYNG9CtWzf06tULLVu2xNq1axESEoI1a9bgn3/+kdl5lOf79+9IS0vD58+fYW1tLVIDsKaRn58PDw8PRpYkJSUF5ubm8PDwgKGhocCo7Jrk8PzR+fjxI4gIOjo6SE1N5VksKyoqQnR0NObPn89I1UgbaUR5lne+VZXWJT/27duHwsJCTJw4Effu3YODgwPevXsHRUVFhIaGMovS/Ci7sPajXr+lxX5KHVuvX79G3bp1mflLWloamjZtim/fvonsq379+rhy5QosLS3FtkdNTQ0PHz6Eqakp6tatiytXrsDGxgbJycmwt7dHdna20PaiHLvCrrWyi/iSLNpLIxigZ8+ecHV1xZgxY3j2HzhwANu3bxcZwSjJdS0pGRkZMDY2lsrc0MDAAGvWrBE7YnbevHlQV1ev8swWaTrhpUlqaiojO9WkSROJfqtVSU2S3/jRqXXc1iKQwYMHIzc3FwcPHmQqab548QJOTk7Q0dGpEm0ZaTi4xKXsjVsY3bp1k5kNsiA8PBx//PEHUxzE0tISPj4+VZ6KIg7SLIpRnUijsJixsTGTQqypqYn4+Hg0atQIe/fuxcGDB/HXX3+J7KNssTpPT098/foV27ZtQ0pKCtq1a4f379+zPqfKUH41u3QRpPxrUY7bQ4cO4cSJE/j+/Tt69uyJqVOnsjr+x48fmUh5UQtQVRVRL2khRkngcrkICgqqUGigPDV1NVwaOp7SpLSASM+ePflG7MjSeezq6opr165hwoQJiI6OBpfLBREhKCgIXC4Xc+fOhbq6OqKjo2ukDVlZWTAyMmJer1+/HnJycpg5cyYuXLiAgQMHgohQUFCAdevWCa0yXsr79++xa9cuniKrLi4uP1xxUUnx9PTEzZs3ERQUBAcHByQlJcHc3BzHjx/H0qVLcf/+/eo28adHVCQXh8PBsmXLBEp4SUpZx9jXr1+xefNmWFtbMw6J27dv4+HDh5g2bRpWrVolExvKExkZKVATtbJp4fn5+Xj8+DGMjY0rRIRXBV+/fq1QT0OWmJiYYMuWLQKjZKOjozFjxgxkZGSI7CswMBDPnj3Dxo0bxXbaNWjQAKdPn4aNjQ2aN2+O33//HWPGjMGtW7fg4OCADx8+iNXvj4aqqioSExMr6OSmpKSgZcuWldYkre7rWlwkjZj19PREeHg4mjdvjubNm1fwAVSFFJqkTvhaarP6pEmt47YWgWRlZWHQoEF4+PAhM5HKyspCs2bNcOLEiSrRFJWGg6u6qGkaOUDJQ27x4sWYMWMGI4tw48YNbNq0CX5+ftUSIVaLeEiaQgyURFhERkaiY8eOaNy4Mfz8/DBixAg8efIEbdq0kVlUvTQWRbZs2YLp06fDwsICKioqePDgAby8vPDHH3+I7LdsmqqgiXRVR9RLWohREmpXw6WLMEcyW+fx48eP0aRJE77vnT17Fn379uX7nqGhIQ4cOIBu3brhxYsXMDIywqVLlxg987t372LQoEF4+fKl6BMRE1nakJGRgXv37qFRo0asooavXbuGQYMGQVNTE3Z2dgBKtOFyc3MRHR0tdnr0j4iJiQkOHTqE9u3b86RUp6WloVWrVjK730s6FqoJYylp2XD16lUQEezt7XHkyBGexQNFRUWYmJgwgRKyxtXVFQYGBhXkPpYsWYKsrKwqkUAICQnBwoULMXHiRGzfvh0uLi54+vQpYmNjMX36dKxcuVLmNkhKUVER/P39sXXrVuTk5DCR7IsXL4apqalMC71NmjQJT548wc2bNyu8R0To1KkTmjRpwuq7HDp0KC5fvow6deqgadOmFZxkbDLZxo4dCzs7O3h5eWHFihXYsGEDBg8ejPPnz6NVq1Y1PhtO3GCA8jRu3BiDBw/GmjVrePbPnTsXx48fx5MnT6Rhbo1H0ohZcaOfT5w4wfoYgjSoS5G2E/6/CJfLRbNmzURKM1WVLvmPTK3jthahEBEuXLiAx48fAyipCF1VRV5+dNho5FS1c8jMzAzLli2roP0UFhaGpUuX1hYyEUJSUhLr/61MGrK4hcWkkUI8Y8YMnDx5EhYWFrh//z6eP38OdXV1REREYM2aNTX6Idq0aVOMHDmSSZ3bt28f3NzckJeXJ7Lt1atX0alTJ8jLy4t0IldVRL0gaZqqQJDeYk2gqKgIDx48gImJSbVos1YWIkJmZib09PQqFF6oDKqqqvjjjz94Cs98+/YNc+bMwc6dO/H161e+7eTl5ZGVlQUDAwOmnwcPHjARLy9fvoShoaHAZ440JjyS2lBKQUEBHBwcsHXr1kpX+C7FxsYGHTp0wJYtWxgZl6KiIkybNg0xMTF48OCBWP3+iKiqquLvv/+Gubk5j+M2MTERXbt2lVk0nKRjoZowlpK2DdJMRxYXLS0txMXFVfhtpaamws7Oju/1IA2phbI0adIES5YswZgxY3iuSV9fX7x79w4bN26s0MbLy4vV8QHBEXnSlNdZvnw5wsLCsHz5ckyZMoX5jR06dAhBQUG4desW62NVlqdPn6JVq1Zo0qQJvL29mdTpJ0+eYO3atXjy5Amz0CUKURltbDLZ3r17h69fv6J+/fooLi7GmjVrGE3xRYsWiXyGFxUVYf369QIjsAVlWUrjmpAkGKA8f/31F4YPH45GjRqhXbt2AEoWLFNTU3HkyBG+EdLSOIeaRnVFzArTnS4Lm/u1uE54aTqPf3S4XC7mzJkjUl6qOmV3fhREVyWo5T9JQUEBVFRUkJCQgN69e6N3797VbZLYDq7q4vLly9VtQgWys7PRsWPHCvs7duwoUnvqv07Lli3B4XAqpLCXUvoem4GANAqLubi4IDExEd26dcP8+fMxcOBAbNy4kUkhZsP69ethamqKrKwsrFmzhnmoZmdnY9q0aaz6qC6ePXvGE3E/duxYTJ48GdnZ2YzDSBBlnbE1RerEyMhI4LUla2rS+u2sWbNgY2ODyZMno6ioCN26dUNMTAxUVVVx8uRJJmqzplKqof7w4UOxnY0AEBoaCnd3d5w6dQp79uxBdnY2xo4di+LiYly/fl1gu+LiYh6daTk5OR5Hiyiny5AhQ1jZJ+w+J6kNpSgoKFRqwYwfaWlpiIyMrGCPl5dXhWI2Pzt2dnY4deoUPDw8APzve9i5cyeTKi8LJB0L1YSxlLRtMDExwfXr17Ft2zY8e/YMf/75JwwNDbF3716YmZmhc+fOUj0eP1RUVHDz5s0K96mbN28KTPdne39gS2ZmJjMmVVFRwadPnwAA48ePR/v27fk6btlKegi7z6xfv551H6Ict+Hh4di+fXuFCM0WLVowQS+yomHDhjh//jwmTpyIUaNGMedMRGjSpAnOnTvHymkLSC4xVlhYiJMnTzLZIFwuV6ButiCWLVuGnTt3Ys6cOVi0aBEWLlyI58+fIyoqCr6+vgLbSeOa2LhxI5YsWVIhGEAcx22/fv2QmpqKLVu2MBI9AwcOxNSpU3mkgMoijXOoaSQlJTHBCH///TfPe7I8j+LiYqn1tX79egwfPhynT5/m64QXhDTGUjWNM2fOQF1dnXk+bdq0CTt27IC1tTU2bdokdGHGx8enRgaH/GjUOm5r4YuCggKMjY2r/WYiDQdXdVFTHEJladSoEQ4fPowFCxbw7D906JBETob/AtKMRp47dy4uX76MLVu28C0sxoaysha9evVCcnIyo3PLNuJXQUEB3t7eQvuuqXz79o1HO5TL5UJRURFfvnypRqvEJygoCPPnz5dKIcbKIs1BrqRERkZi3LhxAEr0+dLT0/H48WPs3bsXCxcu5JsSWpPgcrmwsLDA27dvJbqnjhw5Eh07doSLiwuaNm2KvLw8TJw4EYGBgVBVVRXadufOncwiTGFhIUJDQxldvFLHiCCkdS1IYkNZxo0bh127drG+L5anVatWSE5ORuPGjXn2Jycno0WLFmL1+aPi7+8PR0dHPHr0CIWFhQgODsajR48QExPDWr5GHCQdC9WEsZS0bThy5AjGjx8PJycnxMfHM8WjPnz4AH9/f1Ya9ZIya9YsuLu7Iz4+Hm3btgUA3LlzB7t37xaY2iztiCh9fX28e/cOJiYmMDY2xu3bt9GiRQukp6cLXFCUhhNdmuO5Fy9e8HWOFhcXo6CgoFJ9ff/+Henp6WjYsKHItOJS2rZti0ePHiEhIQEpKSkAAAsLC9ja2lbq2JIiLy+PqVOnMo5Kcdi/fz927NiB/v37Y+nSpRgzZgwaNmyI5s2b4/bt2wKd6NK4JiQJBuBHgwYNKiX1URMWqPiRn5/PN/qZzTxDnHMaNmwYQkNDoampiWHDhgn936qQ3ujXrx9SUlKwZcsWZiFGlBMeqFnjamnh4+OD1atXAwAePHiAOXPmwMvLC5cvX4aXl5fAxZ8fabGhplPruK1FIAsXLsSCBQuwd+/eaiviIQ0HV02huqMrgJLV7FGjRuHatWuMxu3Nmzdx8eJFHD58uEps+FExMTGRWl/R0dFMYTEXFxd06dIFjRo1gomJCfbv3w8nJ6dK92lqasrK4Sdp+k6pdpmamprI1C5Zp3MtXryYx4n1/ft3rFy5kqfI1o+SUjZq1Cjk5+ejYcOGVV6IsSbx5s0b6OvrAyhJNxwxYgQsLS0xadIkBAcHV7N17AgICICPjw+2bNmCZs2aSdTX9+/fUVRUhKKiIhgYGIgsfGNsbIwdO3Ywr/X19bF3794K/1NZKlN0R5o2FBYWYvfu3bhw4QLfQm+ift8zZ86Ep6cn0tLS0L59ewAlBZg2bdqEgIAAnojeykjc/Ih07twZCQkJCAgIgI2NDc6dO4dWrVrh1q1bsLGxqTI7JB0LidNe2jq5kp6Dn58ftm7dCmdnZ0RERDD7O3XqBD8/P9a2SsL8+fNhbm6O4OBg7Nu3D0CJHNqePXswcuTIKrHB3t4eJ06cgK2tLVxcXDB79mxERkYiLi5OpNOmpmBtbY3r169XGCNGRkaydp7m5+fDw8ODqetRqpPr4eEBQ0NDVpGrLVu2rLTUUqtWrXDx4kXo6OiIlMFgI33Rtm1bJCQkiD1efvnyJXMvUldXZ+Q6BgwYILZOKltkEQwgidOzunn9+jVcXFxw+vRpvu/LKnBKS0uLuQ5FFcwVhDSlUICSjDh/f3+xbCmPJAUMq/t6Sk9Ph7W1NYCSxccBAwbA398f8fHxAgskAjUrq+9Hp9ZxW4tANm7ciLS0NNSvXx8mJiYVJkxVoX8pCwdXZSl1GGhoaPDsz8vLg4eHByvR/5oQXQEAw4cPx507d7B+/XpERUUBKBmo3717t8pX53909u7di61btyI9PR23bt2CiYkJgoKCYGZmJrKQ1Lt372Bubg6gZJJY6pTr3Lkz3N3dhba9desW3r59iwEDBjD7wsPDsWTJEuTl5WHIkCHYsGEDlJSU+LaXNH3n/v37TBSJsNQuWa+wdu3atYK2VMeOHXkKP/1Iq7xBQUHVbUKN4JdffsGjR49gYGCAM2fOYMuWLQBKBqxl091rMs7OzsjPz0eLFi2gqKhYQeuWjRM+IiIC7u7u6NKlC1JSUpCQkAAXFxecPXsWe/fuZe4f5Xn+/Lk0TgGA+EV3pGnD33//jVatWgEAE01WCpvfd2kl6Llz5/J9rzISNz8DDRs25HGqi0LaDk9Jx0LittfW1paaRq00xnNPnjzhWxhPS0sLubm5IttLi5EjR1aZk5Yf27dvZyLTpk+fjrp16yImJgaDBg2Cm5tbtdlVGXx9fTFhwgS8ePECxcXFOHr0KJ48eYLw8HCcPHmSVR+///47EhMTceXKFTg4ODD7e/XqhaVLl1ZacoAtgwcPZsaK0pDBmDZtGry8vJCVlcV3oU2Ug6lBgwbIzs6GsbExGjZsyCwuxcbGChzTShNpBQNUl9NTmsyaNQu5ubm4c+cOunfvjmPHjiEnJwd+fn4IDAwU2E7SiNnSqE0iwrJly6Crq1vpegHSlEIBJF+ok7SAYU25nhQVFZlibBcuXGDq5dSpU0foWCE9PR26urpVYuPPTq3jthaBSFvLShwkcXBJi7CwMAQEBFRw3H758gXh4eGsHLfVHV1R9oZqYWGBzZs38/2fmqwZXJPYsmULfH19MWvWLKxcuZJ5aGprayMoKEik49bc3Bzp6ekwNjZGkyZNcPjwYbRt2xbR0dHQ1tYW2nb58uXo3r0747h98OABJk+ejIkTJ8LKygp//PEH6tevj6VLl/JtL2n6TtnUp+pM7bpy5Uq1HVsWlE3R+y/j4uKCkSNHwsDAABwOhymGeefOHTRp0oRvm6SkJDRr1gxcLlekJmpVRCZIwwk/efJkrF27lnnO9e7dGw8ePICbmxtatmxZKYeauKxcuRJhYWFYs2YNpkyZwuxv1qwZgoKCZFotvRRJ7zG1BTclQ5oOT0DysZC47aX5rJLGeE5fXx9paWkVsmRu3LghcFHmZ4TL5fIUEho9ejRGjx5djRZVnsGDByM6OhrLly+HmpoafH190apVK0RHR7OuDxIVFYVDhw6hffv2PL+3pk2b4unTp7IynZG+KCoqQo8ePdC8eXORY1BhlH53ZZ1hlVkcGzp0KC5evIh27drBw8ODkcrJzMyUuYSXNIMBxHV61iQuXbqE48ePw87ODlwuFyYmJujduzc0NTWxatUq9O/fn287aUTMAiXPlUaNGolVL0Caz31pLNRJOpaqKddT586d4eXlhU6dOuHu3bs4dOgQgJJF9QYNGghsJ82M1f88VEstNRgbGxu6cuUKERH17NmT5syZQ0REwcHBZGhoKNNjf/jwgXJzc4nD4VBaWhp9+PCB2d69e0dhYWFkYGDAqi8VFRVKT08nIiJ1dXV6+vQpERE9ffqUlJSUZHUKDBwOh7hcrsitFnZYWVnRsWPHiIj3+3zw4AHVrVtXZPt169ZRcHAwERGdP3+elJWVSUlJibhcLgUFBQltq6+vT7GxsczrBQsWUKdOnZjXhw8fJisrq8qeEn358qXSbcrz4cMHOnbsGCUnJ7NuExsbSz4+PjRq1CgaOnQoz/Zf5cuXLzz3mw8fPlS3SVXKn3/+SevWraOsrCxmX2hoKEVFRfH9fw6HQzk5OczfXC6XOBwOs5W+/pHucY8fPxb4Xnh4eJXY0LBhQ7pw4QIR8d7nkpOTSVtbu0pskITv37+Ti4sLPXv2rLpN+WG5cuUK640Nko6FqnssJS0b/P39ydramm7fvk0aGhp0/fp12rdvH+nq6lJISIisTK/RfP78mXbt2kUbN26klJSU6janSlFRUWGuo7LXVEJCAmlqalaJDUpKShLfK58/fy50qywxMTEUGBhIJ06ckMiuqkZfX5/u3LlDREQaGhr05MkTIiI6fvw4z3i9JqOhocHc54yNjenGjRtERPTs2TNSUVER2b64uJgyMjIoPz9fbBusra3p1q1bYreXBi1btqSwsDAi4v1txsfH0y+//MKqD0nHUjXlesrIyKD+/ftT8+bNaefOncz+WbNmkYeHR5XZ8V+mNuK2lhqNi4sLEhMT0a1bN8yfPx8DBw7Exo0bUVBQIHPtytJIEw6HA0tLywrvczgcLFu2jFVf1R1dUTbahIjQr18/7Ny5E4aGhjI/9s9Ieno6X2kJJSUl5OXliWwvSWGx9+/f45dffmFeX716FY6OjszrNm3aICsri81pSJy+M3LkSHTt2hUzZszAly9fYGdnh+fPn4OIEBERgeHDhwttHxERAWdnZ/Tt2xfnzp1Dnz59kJKSgpycHAwdOpTVOUiDyMhIHD58mK92VFVIwgA/diFGafPrr79W2CcsIrlsGlZNibAsKipCVFQUU6iladOmGDRoEGu5h/LFtMoyfvx4qdgoCmkW3aks2dnZ2LhxI1PcpXPnzkyKHgDIyckhKipK6DNMQUEBR44ckbk24s+MtItySToWktZYSpLUV2nYMH/+fBQXF6Nnz57Iz89H165doaSkBG9vb3h4eLA+j5qAOAW1MjMzMX78eMTHx6N9+/bYtWsXevfujdTUVACAiooKTp8+zVdO4mfEzs4Op06dYr770ojFnTt3okOHDlViQ7NmzfDs2TOYmZmJ1f7jx49ISUnB9+/f0bZtW6mkRnfo0KHKzl+a5OXlQU9PDwCgo6OD169fw9LSEjY2NlU2ppSUxo0b48mTJzA1NUWLFi2Ywrlbt25lVayNJIiYLUVa9QL++ecfnDhxgu8YX5QvQRqyNpKOpWrK9WRsbMxX/oWtNEUtklPruK1FIEVFRVi/fr1Ah0ZVFMsp7+B6/Pgx7t27x8rBJSmXL18GEcHe3h5HjhzhKdCmqKgIExMT1K9fn1VfU6ZMgaenJ3bv3g0Oh4N///0Xt27dgre3d5VMKstPvuTk5NC+ffv/VEqeNDEzM+NbgOHMmTOwsrKqdH9sC4sBJRqg6enpMDIywvfv3xEfH8+zgPDp06cKha0EIWn6zrVr17Bw4UIAwLFjx0BEyM3NRVhYGPz8/EQ6bv39/bF+/XpMnz4dGhoaCA4OhpmZGdzc3MSq4isOISEhWLhwISZOnIjjx4/DxcUFT58+RWxsLKZPn14lNgA/VyHGyiJpIYmyv8OakJKVlpaGfv364cWLF4wDdtWqVTAyMsKpU6fQsGFDvu1qUuE/QDpFd8Rl8+bNeP/+PfM6MTERkyZNYp7Dp0+fxvr167F27Vqh/QwZMgRRUVEyT7P9ryCp1p+kYyFpjKUkTX2Vhg0cDgcLFy6Ej48P0tLS8PnzZ1hbW0NdXZ1V+5qAJAW1vL298f37d2zduhWHDx9G3759YWFhgWvXroHL5cLd3R1Lly7FpUuXquRcSq/rp0+fIjIyktV1bWZmxpM6XzalvrL4+/vD0dERjx49QmFhIYKDg/Ho0SPExMTg6tWrrPuRpHiRn58fvL29sWLFCr76tMKk1BISEtCvXz/k5OSAiKChocF8r2xISUlBbm4u2rZty+y7ePEi/Pz8mNoNCxYsYNUXIFkNCmkgqdOzJuDp6Yns7GwAJZIaDg4O2L9/PxQVFREaGiqyPZfLhYWFBd6+fVtpx214eDhGjhwplXoBFy9exKBBg2Bubo7Hjx+jWbNmTIBJqX6+MKSxUCfpWKomXU9Pnz7Fnj178PTpUwQHB0NPTw+nT5+GsbExmjZtWqW2/CepxmjfWmo4ixcvJgMDA1q7di0pKyvTihUraPLkyVS3bl0mzfu/wPPnz6moqEiiPoqLi8nPz4/U1NSY9F1lZWVatGiRlKysHGVTNWqpPDt27CBDQ0OKiIggNTU1OnjwIPP9Hjx4UGC7mJgYio6O5tkXFhZGpqampKurS1OmTKGvX78KPfbUqVOpQ4cOdO3aNfLy8qK6devSt2/fmPf37dtHdnZ2rM5D0vQdZWVlyszMJCKi8ePH07x584ioJJ1GTU1NZHtVVVUmFatOnTqUlJRERESPHj0ifX19VucgKY0bN6YDBw4QEe9nsHjxYpo+fXqV2EBEZGRkRJcvXyaiklSo1NRUIipJi3d0dKwyO6oDU1NTVpuZmVl1m8oKR0dHcnBwoLdv3zL73rx5Qw4ODtSvXz+B7bp3707v379n/ha09ejRQ9anQEREUVFRpKWlRQEBAaSqqkp//PEHubq6kqKiIp07d06mx27ZsiVdu3aNeV3+mXXmzBmytrYW2c+KFStIW1ubhg8fTv7+/hQcHMyz1cKeyMhIUlFRIVdXV1JSUmK+jw0bNrC+R0k6FpLGWErS1Fdp2LBnzx6++wsKCmj+/Pms+5EWxcXFVFxcXKk2M2fOpNatW9P169dJTU2N+RyjoqKoZcuWQtv+8ssvTOrv27dvicPhUExMDPN+QkICK9kpaSDudS2OVIgw0tLSyNXVldq0aUNWVlbk5OTEjIlE8erVK+rfv79EMmjl5YVKNzYyQ3369KGOHTtSTEwMxcfH09ChQ6lRo0asjktENGTIEFq8eDHzujQdv0+fPjRz5kxSV1en9evXs+pr8+bNVK9ePfLz8+ORoNizZw91796dtU2SsHfvXuY3HhcXR/Xq1SMul0vKysoUERFRJTZIm7y8PLp37x69fv2adZsTJ05Q586d6cGDB5U6FpfLpZycHAoNDRW6saFNmzbk6+tLRP+733/69IkGDRpEmzdvFtleGrI2ko6lasr1dOXKFVJRUaFevXqRoqIi89tatWoVDR8+XGT706dP0/Xr15nXGzdupBYtWtCYMWPo3bt3MrP7Z6LWcVuLQMzNzenkyZNEVHKzS0tLI6ISfdkxY8bI9NgXL14kKysrvtqOubm5ZG1tzTOpqwry8vIoOTmZEhMTebbK8O3bN3r48CHduXOHPn36JCNLRVPruJWcffv2UaNGjZiBrqGhIY/mDz8cHBwoICCAeZ2UlETy8vLk6upKgYGBpK+vT0uWLBHax+vXr6lLly7E4XBIQ0ODjh49yvO+vb09LViwgNU5KCsrM7pjZa+Jhw8fsnK8WlhY0KFDh+jz58+kq6tLFy9eJCL2ky5DQ0NmYmJjY8M4UGNiYqpM101FRYX5DHR1dSkhIYGIiFJSUqhOnTpVYgMRkZqaGmVkZBBRyedSOql99uwZq++ilpqDqqoq3wl3QkKCTL/L8rrIwja2XLt2jXr16kW6urqkoqJCnTp1orNnz8rcBm1tbR6N46FDh9LLly+Z1+np6ax09n6GhQBJGDp0KPNZl9cQr6ymuDS0/kqRdCwkSXtp6eRKYoOGhgb9+uuvPJPVx48fU6tWrcjExKRSfUlCWFgYNWvWjJSUlEhJSYlsbGxYa2gbGxsz+pNlP8fU1FTS0NAQ2pbD4fD8nss6fomIXr58WWWa5NK8rquLsWPHUqdOnSg2NpbU1NTo3LlztHfvXmrcuDEzjxOFJBrWdevWpXv37jGv379/TxwOh/WzpkGDBjyO+xUrVlCLFi2Y1zt37uR5LQxJa1DIAnGcnj8yYWFh9OXLF9LW1iZFRUXGyaijo8OzCaJs3QJJKeu/0NbWpr///puISsZjbO610gq8quxYShjVdT21b9+eAgMDiYj3t3Xnzh1WdYeaNWtGp06dIqKS+a+SkhL9/vvv1L59e5o4caLsDP+JqJVKqEUgL1++hI2NDQBAXV0dHz58AAAMGDBA5un9QUFBmDJlCt/UHC0tLbi5uWHdunXo0qWLTO0AgNevX8PFxQWnT5/m+35ltCcVFRVhbW0tLdMkgm111Fr44+TkBCcnJ+Tn5+Pz58+M/pAwEhISsGLFCuZ1REQE2rVrhx07dgAAjIyMsGTJEixdulRgH/Xq1cO1a9fw4cMHqKurV9DM/PPPP1mnW0qavjNr1iw4OTlBXV0dJiYm6N69O4ASCYXSe4cwunbtivPnz8PGxgYjRoyAp6cnLl26hPPnz6Nnz56szgEQL82xFH19fbx79w4mJiYwNjbG7du30aJFC6Snp4OIWNsgKebm5khPT4exsTGaNGmCw4cPo23btoiOjpaoyvOPiji6iTUFJSUlfPr0qcL+z58/Q1FRUWbHLdVlFwaxrO5dSpcuXXD+/Pkqt6GgoACvX79mKhUfPXqU5/3379/zVKMXRE3RPK4upFXhG5CO1l8pko6FJGkvLZ1cSWy4f/8+xo0bBxsbG+zZswcpKSmYO3cuhgwZgs2bN4vVpyiOHj2K9u3bMxJf69atw+LFizFjxgx06tQJQMlnMHXqVLx580akvMjr16/5jnvy8vJYjS/L/k91jkfFua4/fvzIun9BEgPS6KOUS5cu4fjx47CzswOXy4WJiQl69+4NTU1NrFq1Cv379xd5DEn0rN+9e8dTVV5bWxtqamp4+/atSNsB4M2bNzztL1++jIEDBzKvu3fvjjlz5rCyRdIaFJJSUFCAJk2a4OTJk4x0mqqqKqu0/OpGlERTWYTJNbm4uMDBwQFBQUFi2yKte4KamhojHWJgYICnT58yKf1v3rxhZYc0ZG0qO5YSRnVdTw8ePMCBAwcq7NfT02P1WaanpzPPzCNHjmDAgAHw9/dHfHw8+vXrJ3V7f0Z+rNlQLVVKgwYNkJ2dDWNjYzRs2BDnzp1Dq1atEBsbCyUlJZkeOzExEatXrxb4fp8+fURq20mLWbNmITc3F3fu3EH37t1x7Ngx5OTkwM/PD4GBgQLbDRs2jPUxyk9KpU15W75+/YqpU6dW0LCStR0/I6qqqlBVVWX1v9IsLCZoEl5Wi1kUvr6+mDBhAl68eIHi4mIcPXoUT548QXh4OF8B+vJMmzYN7dq1Q2ZmJnr37s04UszNzeHn5yey/caNG/H161cAwMKFC6GgoICYmBgMHz4cixYtYnUOZfUK79+/X2m9Qnt7e5w4cQK2trZwcXHB7NmzERkZibi4uEr9hiWlOgsx1iQk0U2sbq5du4YOHTpgwIAB+O2337Br1y5Gs+/OnTuYOnUqBg0axLq/uLg4gRrz/O7VZYtQVhfSsqFx48aIiYkRuIB0/fp1vkVD2ZKcnIxdu3ZV2TiiutizZw/fv8WhuoqsSnssVd01BwCgYcOGuHnzJmbNmgUHBwfIyckhLCwMY8aMkdkxiQidO3dGdHQ0mjZtig0bNmDLli1wdnZm/mfQoEFo2rQpli5dKtJxK2lBLV9fX2bs9P37d6xcuZIZ15QtRChrxLmu2SxQlSJogUoafZQizeJF4urkPnr0CC9fvmReExGSk5N5FjEF9VGnTh1kZ2fDyMgIxcXFiIuL43Eifv/+nfVCurRqUIj7OSgoKDDj2h+N+/fvs/o/NouzgPCisqLo2bOnyEV7Ntd2+/btcePGDVhZWaFfv36YM2cOHjx4wCxksaWqA6+k5USXJtra2sjOzq5QwPD+/fusip0rKioy9/YLFy4wz546depUaiHrv0yt47YWgQwdOhQXL15Eu3bt4OHhgXHjxmHXrl3IzMyUeaGPnJwcoQWW5OXl8fr1a5naUIq4K9llHWtEhGPHjkFLSwt2dnYAgHv37iE3N7dKnEPlnXzjxo2T+TF/NmxtbVkPsgUNJqRZWEwaDB48GNHR0Vi+fDnU1NTg6+uLVq1aITo6Gr1792bVR+vWrdG6dWuefWyiOwBeJzOXyxXLKefn54etW7fC2dkZERERzP5OnTqxch5v374dxcXFAIDp06ejbt26iImJwaBBg+Dm5lZpe8SlfCHG5ORkxMfHV0khxprE77//jsTERFy5cgUODg7M/l69emHp0qWsr5F79+4hOTkZQElkeVVEJ/To0QPZ2dkICQnBhAkT0KFDB+b3XFhYiEGDBiE4OJhVXxEREXB2dkbfvn1x7tw59OnTBykpKcjJycHQoUP5tpEkYkpaSMuG0aNHw9fXF126dKlw/ScmJmL58uWYN29epfrMy8tDREQEdu3ahdu3b8Pa2vqnd9xKk+pyeEp7LDV//nwUFxejZ8+eyM/PR9euXaGkpARvb2/GCVkVnDp1ChEREejQoQNSUlKwa9cudOvWjXXR28oyfPhw6OnpYeTIkXj48CGys7PRsWPHCv/XsWNHpiiRMCQpqNW1a1c8efKE55jli3vxi4KVBeJc12UXqJ4/f4758+dj4sSJjMP61q1bCAsLw6pVqwQeVxp9lCKN4kWSZhf27NmzgnN1wIAB4HA4IrMsunfvjhUrVmDz5s34888/UVxczGRwASVOYbYFfL28vDB9+nR8/foVRIS7d+/i4MGDWLVqFXbu3CmyvTSyLKdPn47Vq1dj586dP1TGkDQXfyWNmO3bt69ExRrfvXuHOnXqYN26dfj8+TMAYNmyZfj8+TMOHToECwsLVg7PvLw8BAQE4OLFi3j16hUzXyhFUFFCHR0d1p8BvyJr0nKiS5PRo0dj3rx5+PPPP8HhcFBcXIybN2/C29ubZwFQEJ07d4aXlxc6deqEu3fv4tChQwBKAjTKRtzXIoTqUWio5UckJiaGAgMD6cSJEzI/lrm5OaNRxI8jR45UmT6dhoYGo4dmbGxMN27cIKL/ieezYe7cueTq6kqFhYXMvsLCQvrtt9/I29tb6jbXIn2WLl3KbPPnzydNTU1q3749zZ49m2bPnk0dOnQgTU1NoYVFpFlYrKaQlZVFmzZtonnz5jGfRenGD2nrcEpLr7CWmoEkuolERDk5OdSjRw/icDiMjhqHwyF7e3t69eqVTG0vr8uWkpJCJ06coBMnTjDF5thiY2NDGzduJKL/fQ7FxcU0ZcoUptCGKK5du0ZOTk7UoUMH+ueff4iopNhd2eIQskZcG75//05du3YleXl5cnR0pFmzZtGsWbPI0dGR5OXlqUuXLvT9+3dWNty4cYNcXFxITU2NuFwuzZkzh5KTkyU+t/8aNaHIqjTHUtVZc+C3334jJSUlWrt2LRUXF1N2djY5OjpSnTp16NChQzI9dqkuYtOmTWnlypUV3l+xYgU1a9aMVV+SFNSqKUh6Xdvb2zP6/GXZv38/devWrUr6kEbxIkl0cp8/f85qE0R6ejpTM0JeXr5C0ajBgwfTrFmzWJ0HkXg1KEqRhl7wkCFDSENDgwwMDKhPnz6V1hP/0eFwOGRjY0O2trZCN2HtJdW4VVJSolGjRklcSHX06NFkYGBAc+fOpfXr11NQUBDPJoiyRdQCAwNJR0eHRo8ezRRGHT16NOno6NC6desksq8q+fbtG7m6upK8vDxxOBxSUFAgLpdL48aN43kmCyIjI4P69+9PzZs35/k9zpo1izw8PGRp+k9DreO2lhrJjBkzqFmzZvTly5cK7+Xn51OzZs2q7EduZ2dHZ86cISKigQMH0vjx4+mff/6huXPnkrm5Oas+6tWrR48fP66w//Hjx1VaAKkW6TB58mS+g3pfX19ycXER2E6ahcVqAhcuXCBVVVVq1qwZycvLU8uWLUlbW5u0tLSoR48efNuUr1jMb2NTxbgUMzMzOn/+PBHxOvrCwsLIysqKVR/v37+ns2fP0t69eyksLIxnkzUxMTEUHR3Nsy8sLIxMTU1JV1eXpkyZQl+/fpW5HTWFslWgy36fCQkJrArWjRw5kuzs7OjRo0fMvocPH5KdnR2NHj1aNkb/PxwOR2rOYVVVVWZBok6dOowz5NGjR6Svry+yvbiV0qWJpDZ8+/aNVq1aRS1atCAVFRVSUVGh5s2b06pVq0T+JnJycmj16tXUuHFj0tfXp9mzZ1NsbCzJy8vTw4cPpXJ+/1Wq0+H5s4ylmjZtyhTCLMvGjRurrBhlZGQkycnJUd++fWn58uW0fPly6tu3L8nLy1cYm/wXEPe6VlFRoZSUlAr7nzx5wjq4Qxp9lEWc4kX6+vpMUVQNDQ168uQJEREdP36cOnXqVGkbKktBQQElJCTQixcvKryXkJBAb968qXSfeXl5lXYASuNzmDhxotDtZ4fD4ZC3tzdPwAu/TRBcLldix214eDjZ29sTl8slExMTWrJkCTOmqgxaWlpMwJa4DBs2jDZs2FBh/4YNG2jw4MES9V0dZGRk0KlTp+jQoUN871u1yI5ax20tAin7kMzMzKTFixeTt7c3Xbt2TebHfvnyJdWvX5+MjIxo9erVFBUVRVFRURQQEEBGRkZUv359noq0skQaK9na2toUFRVVYX9UVBRpa2tL09xaqgBNTU2+D6uUlBRWzqXc3Fy+q5Nv377licCVBdra2hUquwraRNGmTRsm+q/Uyfbp0ycaNGhQhYiJUkRVLmZbxbgUf39/sra2ptu3b5OGhgZdv36d9u3bR7q6uhQSEiKy/YkTJ0hDQ4M4HA5paWmRtrY2s7H5DCTFwcGBAgICmNdJSUkkLy9Prq6uFBgYSPr6+rRkyRKZ21FT6NKlC/O9qaur07Nnz4ioZDGvb9++IttramrS3bt3K+y/c+cOaWlpSdXW8nA4HOrXr1+F6Bpxom0MDQ0ZZ62NjQ0TjRUTE8PqHlMTKqVXpw3Kyso0btw4OnPmDBUVFTH7ax23PzY/y1hK2MIDP8e0rLh37x45OTlRq1atqFWrVuTk5ETx8fEC/1/aGTM/A5aWluTj41Nhv4+PD1laWlZZH5IijezCn4Haz0FyJI2YlUbEbSnPnj0jX19fMjU1JTk5OerVqxdFRESwnmuZmpryBAKIg5qaGt+sq9TUVIELdUOHDmXuo9IYU9YU0tLSaOHChTR69GjmO/7rr7/o77//rmbLfgx+HOGVWqqMBw8eYODAgcjKyoKFhQUiIiLg4OCAvLw8cLlcrF+/HpGRkRgyZIjMbPjll18QExMDd3d3/P7774xuEofDQd++fbFp0yaeIk+ypKwebOvWrZGRkYHHjx/D2NgY9erVY9WHi4sLJk+ejKdPn/IUqwkICICLi4tM7K5FdqioqODmzZuwsLDg2X/z5k0oKyuLbC+NwmLiUrbK69u3b+Hn54e+ffvy6KqdPXuWlWZhcnIyDh48CKBEd/rLly9QV1fH8uXLMXjwYLi7u1doI20dTkn1CufMmYNJkybB39+fdZE5aZKQkIAVK1YwryMiItCuXTvs2LEDAGBkZIQlS5Zg6dKlVW5bdSCJbiIAFBcX89WJVlBQqKBNJgs0NDSgoqIicT9du3bF+fPnYWNjgxEjRsDT0xOXLl3C+fPn0bNnT5HtxamUDpToA65YsQJqamoii2OI0ocT1wZpYGJighs3bsDY2BgmJiZo0qSJTI/3o5Kbmwttbe3qNoM1P8tYytHREUePHq3w2X/8+BHu7u64dOmSTI9fUFAANzc3LF68GPv27WPdTpoFtaoTaRa8W79+PYYPH47Tp0+jXbt2AIC7d+8iNTUVR44cYXUMcfqQdvEiaejkVhfSqEFRyo/8OdQUJNVdTU9Ph66urlRsMTMzw7Jly7Bs2TJcuHABe/bswaRJkzBt2jQ4OTkhJCREaPsVK1bA19cXYWFhYs8R6tati+PHj2POnDk8+48fP466devybaOlpcV8joLmjFWBNO8zpQW5O3XqhGvXrmHlypXQ09NDYmIidu3ahcjISEnN/empddzWUoG5c+fCxsYG+/fvx969ezFgwAD079+fcSR4eHggICBApo5boGTi9ddff+H9+/dIS0sDEcHCwgI6OjoyPW55li9fDm9vb+aGraqqilatWuHLly9Yvnw5fH19Rfaxdu1a6OvrIzAwkCn6YGBgAB8fnwo38lpqPrNmzYK7uzvi4+N5Jo+7d++usqrU4lK2yuvw4cOxfPlyzJgxg9k3c+ZMbNy4ERcuXBBZhFBNTY2puGtgYICnT5+iadOmAIA3b97IwPqKcDgcLFy4ED4+PkhLS8Pnz59hbW3NuqjBixcvMHPmzGpx2gLA+/fveRahSgc2pbRp0wZZWVnVYVq10LlzZyQkJCAgIAA2NjY4d+4cWrVqhVu3bsHGxkZke3t7e3h6euLgwYNMkZ8XL15g9uzZrByekhISEsJU95aEjRs3MpWpFy5cCAUFBcTExGD48OFYtGiRyPbiVEoHSgpiFBQUMH8Lgs3ETFwbpMHjx49x8+ZN7Nq1C23atIGlpSWzCFuVxTxqEqtXr4apqSlGjRoFABg5ciSOHDkCfX19/PXXX2jRokU1Wyian2UsdeXKlQrV6gHg69evuH79usyPr6CggCNHjlR6vCLNglrViTQL3vXr1w+pqanYsmULUxBz4MCBmDp1KoyMjFjZI04f0i5e5OnpyfymlixZAgcHB+zfvx+KiooIDQ1l1Ud1UXY++vXrV2zevBnW1tbMdXn79m08fPgQ06ZNE9mXND4HQY5kDocDZWVlNGrUCBMnTkSPHj1Y9fejQeWK1FUWExMTKVnCS69evdCrVy8cOXIEv/32GzZt2iTScRsYGIinT5/il19+gampaYXAAFELAUBJUTRXV1dcuXKFWZi5c+cOzpw5w/hWyrNnzx6maNmePXvYnJ5MkOZ9Zv78+fDz84OXlxc0NDSY/fb29ti4caPYNv6nqN6A31pqInXr1qXExEQiIvr06RNxOByKi4tj3k9OTpZ5ymlNQpDWzps3b1jrcJblv5ZG9rNy6NAh6tixIyMr0LFjR5kXFZE24qTvlGXw4MG0fft2IiKaM2cONWrUiPz8/KhVq1bUs2dPqdsrC4YOHVqt35uxsTFdvXqViEo09lRUVOjChQvM+0lJSVUi2fCzkJmZSS1btiQFBQUyNzcnc3NzUlBQIFtbW8rKypLpsaWhyyYtJJUQ+VlsICoZx2zfvp06dOhAHA6HunfvTtu3b5d5sbqahqmpKd28eZOIiM6dO0fa2tp09uxZmjx5MvXu3buaras8P+JYKjExkRITE4nD4dDly5eZ14mJiRQfH0/+/v5kYmJSJbY4OztLVBhHGkW5agK1xYP5I45Obk1A3BoUghDnc5g/fz5paWlR586dycvLi7y8vKhLly6kpaVFnp6e1Lt3b+JyuXxlX34Gnj9/TsXFxdVtBg/Pnz+nJUuW8EgmHDx4UGQ7cXV6y3P79m0aO3YsU5ht7NixdPv2baFtpFVgraagpqbGyJ+Vlc9KT0+vLSbNEg6RhMsitfx0cLlcvHz5koka0tDQQGJiIhMhk5OTg/r169foNChpwuVykZOTUyFt49KlSxg1ahRev35dTZbVUotkmJiYYObMmRUilQIDAxESEoKMjAyh7Z89e4bPnz+jefPmyMvLw5w5cxATEwMLCwusW7dOZqvm0kxz3LVrF5YvXw4XFxfY2NhUWE0fNGiQWDayxd3dHYmJiVi9ejWioqIQFhaGf//9F4qKigCA/fv3IygoCLGxsTK142eCiHDhwgU8fvwYAGBlZYVevXrJ/Ljln53Sgohw+fJlfPnyBR07dmSVdUJE8Pf3x6pVq5Cfnw8AjIRIWWkOWVITbChPcnIydu3ahb179+Ldu3dMdPF/ARUVFaSkpMDIyAienp74+vUrtm3bhpSUFLRr1w7v37+vbhN/erhcLhOZxG/6paKigg0bNmDSpEkyt8XPzw+BgYHo2bMnWrduDTU1NZ73Z86cKbS9qqoqEhMTK0hGpaSkoGXLlsxvng35+fnIzMysEIXcvHlz1n2Ii66uLm7cuIHGjRvz7H/y5Ak6duyIt2/fytyGWqSHlpYW4uLiKlyXqampsLOzw4cPH2Ruw5QpU2BsbFwhot3Pzw8ZGRnYsWMHlixZglOnTiEuLk7m9vxX+fbtG44cOYLdu3fjypUrMDQ0xMSJE+Hi4lIhE4gfhYWF8Pf3x6RJk9CgQQPZG1yOvXv3IjQ0FFeuXIGRkREmTpyIiRMnsrK9JtKgQQMcPnwYHTt25PEtHTt2DN7e3nj69Gl1m1jjqXXc1lKB8o5KDQ0NJCUlwczMDMB/x3Gro6MDDoeDDx8+QFNTkycNoKioCJ8/f8bUqVOxadOmarSyllrEJzQ0FK6urnB0dOSbvjNx4sTqNVAAZbUMSUSao6gUIy6XK/A9Docj8/vcmzdvMGzYMNy4cQPq6uoICwvD0KFDmfd79uyJ9u3bY+XKlTK1oxbJuXr1Kjp16gR5efFVqHJzc+Hp6Yn4+Hi0b98egYGB6NevH2JiYgAAenp6OHfuHGuHxvfv38WSEJEmNcGG8hQWFuLEiROVWgT60alfvz4iIyPRsWNHNG7cGH5+fhgxYgSePHmCNm3a4OPHj9Vt4k9PRkYGiAjm5ua4e/cuT0CAoqIi9PT0ICcnVyW2lI7p+cHhcPDs2TOh7Rs3bozBgwdjzZo1PPvnzp2L48eP48mTJyJteP36NVxcXHD69Gm+71fFPENHRwehoaEYPHgwz/7jx49j4sSJP/2CxvLly1n9nyBZOEn1ZZOSktCsWTNwuVwkJSUJbc/muaevr4+AgIAK49fQ0FDMmzcPOTk5FdpIWy9YS0sL9+7dQ6NGjXj2p6WloXXr1vjw4QMeP36MNm3a4NOnT6yPXQt7pk2bhoiICOTn52Pw4MGYPHkyevfuXWmpJA0NDTx48KBanaXp6ekIDQ1FeHg4srKy0KNHD7i6umLo0KFMkMePgLe3N+7cuYM///wTlpaWiI+PR05ODpydneHs7IwlS5ZUt4k1nlrHbS0V4HK5cHR0hJKSEgAgOjoa9vb2zGr8t2/fcObMmZ/ecRsWFgYiwqRJkxAUFMSjiaWoqAhTU1NGP6mWWn5U7ty5g5CQEEZXzcrKCjNnzmQcucJwdXXFuHHj0L17d4ntCAgIwNSpUytdKGfevHl49+4dtm7dykx4i4qKMG3aNGhqauKPP/6Q2Laq4MOHD1BXV68waX/37h3U1dV/qMFZdXPx4kWsX7+e55qeNWtWlUTdSoqrqyuuXbuGCRMmIDo6GlwuF0SEoKAgcLlczJ07F+rq6oiOjq5uU2WGNAuk1fI/ZsyYgZMnT8LCwgL379/H8+fPoa6ujoiICKxZs4aVVl8ttZTy119/Yfjw4WjUqBHfglr9+vUT2YeTkxMyMjIQFBSE7t2749ixY8jJyWGigfv37y/r04CXlxfCw8OxYMGCCgXvxo8f/9PfY7hcLurXrw89PT2B2qQcDkfg/WHZsmWsj8XPMVM2U6U0Ir2sHaWv2S6kBwQEYNmyZZgyZQrfGhTz58+v0Iat1iyHw2FVOPCXX37BH3/8AWdnZ5794eHh8PHxQU5ODh49eoRu3brVZm2yQJyI/ObNm2Py5MkYN26cwAJgbBg8eDCGDRvGUx+kOiktsBYVFQVlZWVWBdZqCt+/f8f06dMRGhqKoqIiyMvLo6ioCGPHjkVoaGiVLVr+yNQ6bmupANvKvNUpll2VXL16FR07duRbqbyWWv7LDB48GGfPnoWuri5Gjx6NcePGiV3gRlNTEwkJCZUuWlSb5lhLWTZv3gxPT0/8+uuvPIVJIiMjsX79ekyfPr2aLRSOoaEhDhw4gG7duuHFixcwMjLCpUuXmMWRu3fvYtCgQXj58mX1GipDevTogWPHjkFbW1vohFrYJLqsA6AqIud/BAoKChAcHIysrCxMnDgRtra2AEoq2mtoaMDV1bWaLfzvEB4eLvT98g6fmso///zDU1DLysqqUkW5DAwMcPz4cbRt2xaampqIi4uDpaUlTpw4gTVr1uDGjRuyNB8AUFxcjLVr1yI4OJin4J2npyfmzJnz0zsT+vfvj0uXLqFv376YNGkSBgwYIDQTSdpkZGTA2NgYHA5HpDwXW/mtw4cPIzg4mOe69PT0xMiRIyW2lw1+fn7w9/fHlClT0KZNGwBAbGwsdu7ciQULFmDhwoVYv349/vrrL5w/f75KbPoRqQkR+Vu3bsWyZcvg5OTEV1JG1nJqgigtsJabm/vDjW8yMzPx999/4/Pnz7C1ta0ga1KLYGodt7XUIoLMzEyh7xsbG1eRJbXUUvN4//49/vzzTxw4cADXr19HkyZN4OTkhLFjx1Yqtai8ljZbxElzDAkJwW+//QZlZWWRK9WidP5qqVk0aNAA8+fPx4wZM3j2b9q0Cf7+/njx4kU1WcYOeXl5ZGVlwcDAAECJjuSDBw/QsGFDAMDLly9haGj4ww3Uq5ryDgBZ6W3XUos4lNepLigoQH5+PhQVFaGqqspUE5clonR0d+/eLXMbNDU1kZSUBFNTU5iYmODAgQPo1KkT0tPT0bRp00rp5EqDUrkQTU1N1m3s7e1x9OjRCtlCHz9+xJAhQ1hFaEqjD0n4999/ERYWhtDQUHz8+BHOzs6YNGlShQVxNuTm5iIyMhJPnz6Fj48P6tSpg/j4ePzyyy8wNDSUgfU1k/3792Pjxo2MZEjjxo3h4eGBsWPHAgC+fPkCDocDZWXl6jSzShBXw7omRORXt5xaWTIyMrBnzx6EhYUxkgmTJ0/G6NGjq8yGWqqXWsdtLbWIoGwxCX6wvWnHxsbi8uXLePXqFYqLi3ne+9lTsX52ioqK8ODBA5iYmLAqHPSz8s8//+DgwYPYvXs3UlNTUVhYyLqtuI5bcdIczczMEBcXh7p160qs81eL5AwbNgyhoaHQ1NQUqTkqqticuro6EhISKmjLpaamwtbWFp8/f5bYXllSk4qDhoWFoV69eszkaO7cudi+fTusra1x8ODBWmfoD8jevXuxbds2PHv2DLdu3YKJiQmCgoJgZmZWYfGrppKXl4erV6/ydQT8yAttqampcHd3h4+PD/r27Svz45XVUgdKnMd///03cnNzGUeirGnTpg38/PzQt29fDBo0CNra2li1ahVCQkIY519NR1BRylevXsHQ0JBVAURp9CEtrl27hj179uDIkSOwsbHBhQsXoKKiwqptUlISevXqBS0tLTx//hxPnjyBubk5Fi1ahMzMTJGR5rX8XEgaMVsTIvKrG0kLrFU30taP/q8jfgWNWmr5j3D//n2e1wUFBbh//z7WrVvHumCQv78/Fi1ahMaNG+OXX37hcQRXVii9lupn1qxZsLGxweTJk1FUVIRu3bohJiYGqqqqOHnypFQ0X380CgoKEBcXhzt37uD58+f45ZdfKtX+0aNHqF+/fqWPu3btWujr6yMwMJAnzdHHxwdz5szh2yY9PZ3v37VUD1paWsx9sKyWuDgMGjQIx44dg4+PD8/+48ePY8CAARL1LQ5fv36t4FwSFc21c+dOpoBXYWEhQkNDUa9ePQCo0kIm/v7+2LJlCwDg1q1b2LRpE9avX4+TJ09i9uzZVeLYEQdRBW7KUhVV66uLs2fPon379sxvasuWLfD19cWsWbOwcuVKZtKsra2NoKCgH8Jxe//+ffTr1w/5+fnIy8tDnTp18ObNG6iqqkJPT++HdtxaWFggICAA48aNw+PHj2V+vGPHjlXYV1xcDHd3dybCX9Z4enoyz+0lS5bAwcEB+/fvh6KiIkJDQ6vEBnEpe5959OgRj3xNUVERzpw5IzLCVBp9SJs2bdrg+fPnePToEe7fv4+CggLWjlsvLy9MnDgRa9asgYaGBrO/X79+TKRpLf8dZs2ahdzcXNy5c4dvxKwo8vLymMUMHR0dvH79GpaWlrCxsakWTfavX7+KHSEdFxeHw4cP811wFDSWKl9g7a+//hKrwFp1Ut6HIogf6ZyqFaqlllrE4uTJk9StWzdW/6unp0d79uyRqT21VB2GhoYUGxtLRETHjh2j+vXr05MnT2jRokXUsWPHarauarl06RK5urqSjo4OaWlpkYuLC124cIGKi4ur3JYPHz7Qhw8fWP//9+/fydzcnB49eiRDq2qRNcHBwcy2YsUK0tLSon79+tGKFStoxYoV1L9/f9LW1qYVK1ZUiT15eXk0ffp00tXVJS6XW2EThomJCZmamorcqgIVFRXKyMggov9j787jcsrf/4G/7jutWkUk7XspShpkyNIoS5axZykxxpol26BERPOxZStLUoSEyS4V0hRSFKNFuzWR0EbL+f3Rr/N1a7nv6l666/18PDweOuc+51x399I513m/r4uiVq9eTc2cOZOiKIp69uwZ1blzZ77E0BwMBoNiMpkUg8Go91/tOnavhbALCAigjI2NqZcvX1IURVGGhobUxYsXKYqiKGlpaSozM5OiKIp6+vQppaioKKgwm2Tw4MHUvHnzqKqqKvo55OXlUYMGDaLOnz8v6PBa7PHjx5SMjIxAY0hNTaW6desmkGOXlJRQCQkJVEFBgUCO3xS13yENfddISUlRx44d4/k+uCU2NpaaO3cuJSsrS1lYWFAHDhygPn361KR9yMrKUhkZGRRFsX7H5OTkUOLi4twOudWqrKyk/v77b6pv375U165dKQUFBZZ/7UW3bt2oBw8eUBRFUTIyMlRaWhpFURQVFhZGWVlZsd3ewsKCunHjBkVRFDVmzBhq5syZ1KtXr6jVq1dTWlpavAv8B5WVldTmzZup7t27UyIiIvR7esOGDdTRo0c52sfp06cpUVFRavTo0ZSYmBg1evRoSk9Pj5KTk6McHR0b3M7ExITas2cP9eHDB648F0L4kRG3BNFM+vr6iI+P5+ixTCYTVlZWPI6I4JcPHz6gW7duAGo6K0+aNAl6enqYM2cO9u7dK+Domu/Lly+IioqCvr4+DA0N2T5eRUUFhYWFsLW1xeHDhzFmzBiIi4vzIdL6NaUuHQCIioqivLycR9EQ/LJ7926WnxUUFPD8+XM8f/6cXiYvLw9/f39s2LCB5/GsWrUKt2/fxqFDhzBz5kwcOHAAr1+/hp+fH7Zv397otjk5OTyPj1PS0tL4+PEj1NTUEB4eTk95k5CQQFlZmYCjaxgZRV9j9uzZkJaWxogRI/Dff/8hOzubbkj2I3FxcZSUlAggwqZ78uQJ/Pz8wGQyISIigm/fvkFLSwve3t6YPXs221IrrcWlS5dYfqYoCm/fvsX+/fsFfq6YmZnZpDJH3CQlJQVzc3OBHLupsrOzQVEUtLS08PDhQ3Tp0oVeJyYmBiUlJbaNzbixj5by9vZGQEAAPnz4AAcHB9y7d6/ZMxHExcXpOsE/Sk9PZ3lubZ2HhweOHj2KlStXYsOGDVi/fj1ycnLwzz//wM3NTdDh8U1LR8xyc0R+c+vsbt26FSdOnIC3tzfmzZtHL+/Zsyf27NkDZ2dntsfetm0b3RxXRkYGe/fuhaamJubPn0/3M6hPU2YPEe0DSdwSBBs/n4TUnmBv2rSJ406Iy5cvx4EDB7Bnzx4eREjwW9euXfH8+XMoKyvjxo0b9HTi0tJSoepAPHnyZAwaNAiLFy9GWVkZLCwskJOTA4qicObMGfz++++Nbr9p0yZMmjSpTkMNYbJo0SLs2LEDR48eRYcO5E+iMGptibrLly8jMDAQ1tbWcHJywq+//godHR2oq6vj1KlTcHBwEHSIHLGxscHcuXNhZmaG9PR0jBw5EgDw33//8a22WnR0NAYMGFDns1lZWYnY2FgMGjSozjak9u7/+f3339G7d28ANbW9nzx5Uuf3c+PGDY5u1LUGoqKidLMYJSUl5OXlwdDQEHJycnj58qWAo+PcuHHjWH5mMBjo0qULhg4dytEU4paIjo5G//79sWbNGpbltee2V69exezZs3l2/LZS87D2c/Rzzwp+76Ol1q5dCzU1NUyePBkMBqPBhBgnr4W9vT02b96MkJAQADXv67y8PKxZs4bt+SQAaGlpIT4+HoqKiizLi4qKYG5uLjQ9B06dOoUjR45g1KhR2LRpE6ZNmwZtbW2Ympri/v37Ql3SpSn09fWRlpYGDQ0N9OrVC35+ftDQ0ICvr2+jCctaM2bMoP/fp08f5ObmIjU1FWpqanT5KHZaWmc3MDAQhw8fxrBhw/Dnn3/Sy3v16sVxSZvMzEy6V4CYmBhKSkrAYDCwfPlyDB06FB4eHhzthyDIVSpBsCEvL1+n9gpFUVBVVcWZM2c42oerqytGjRoFbW1tGBkZQVRUlGV9a60VSNTPyckJkydPhrKyMhgMBoYPHw6gpimWgYGBgKPjXHR0NNavXw+gpt4dRVEoKirCiRMn4Onp2eiJdkVFBRYsWID+/fsLdeI2Pj4ekZGRCA8Ph4mJCTp27Miynnw2iaYqLCykm4nJysrSHeIHDhyIBQsWCDK0Jjlw4AA2bNiAly9f4vz58/TFdEJCAqZNm8aXGIYMGYK3b9/Wadrz+fNnDBkyhK8dnYVVbb3SFStWYNGiRSgvLwdFUXj48CFOnz4NLy8vHD16VMBRcsbMzAzx8fHQ1dXF4MGD4ebmhg8fPiAoKAg9e/YUdHgcE2SirvYz9XPtQSaTiS5dumDnzp2YM2cOR/sKDQ1tsG5jQyPqWmPNw5Y2vHvx4kWDzYc5HWHJjX00x6BBg8BgMPDff/81+BhOX4udO3di4sSJUFJSQllZGQYPHox3796hf//+HPUEycnJqfc7/du3b3j9+jVHMQA1jXIvXbpU7+vJj5sB7969g4mJCYCamSufP38GAIwePRobN27k+fFbC27XsG7OiPyW1tl9/fp1nWa3QM13OKdNAxUUFOj+BCoqKnj27BlMTExQVFSE0tLSJj0fon0jiVuCYOP27dssP9ee3Oro6HA8Qm/p0qW4ffs2hgwZAkVFRVKEW8ht2rQJPXv2xMuXLzFp0iS6PICIiAjWrl0r4Og49/nzZ3Tq1AlAzair33//HVJSUhg1alSd5k4/ExUVhZqamtAnTuTl5TkaCUIID0FftGlpaSE7OxtqamowMDBASEgILC0tcfnyZaG6ySEvL4/9+/fXWc7P0SEURdX79/Ljx491brIQjZs7dy4kJSWxYcMGlJaWYvr06ejevTv27t2LqVOnCjo8jmzbto2+AN66dStmzZqFBQsWQFdXF/7+/gKOjjP379/H5cuXUVFRgaFDh8LW1pavx6coCkDdc9um8vHxwfr16+Ho6IiwsDA4OTkhMzMT8fHxWLRoUYPbtfS43NbShndHjhzBggUL0LlzZ3Tr1q1O82FOkq7c2Edz3blzh2v7kpOTw61btxATE4Pk5GQUFxfD3NycHtzQkB9Lh9y8eZOlSWlVVRUiIyM5nuURGRkJe3t7aGlpITU1FT179qRnkvGrDEePHj3w9u1bqKmpQVtbG+Hh4TA3N0d8fLxAy4nxW3NGzHJ7RH5UVBTCwsJgYWEBJpMJdXV12NjYQFZWFl5eXvRI2IYYGRnh3r17dWaqhIaG1lt6qD6DBg3CrVu3YGJigkmTJsHFxQVRUVG4desWhg0bxtE+CAIAGFTtX3CCIHhGRkYGZ86cYfsHgiD4SU9PD56enhg1ahQ0NTVx5swZDB06FElJSRg2bBg+fPjQ6PbHjh3DhQsXEBQURCeA2VmxYgW2bNmCjh07sj1Bq++kzMfHB+bm5hg4cCBHxyPaF3YXbVFRUTyPYffu3RAREcHSpUsRERGBMWPGgKIoVFRUYNeuXXBxceF5DNxSVFSEY8eOISUlBQBgbGyMOXPmsFxY80JtrdKwsDDY2tqyXOxWVVUhOTkZ+vr6uHHjBk/jaCsqKysRHByMESNGoGvXrigtLUVxcXGdkcwEb4WGhmLKlCmQlJSEqKgovnz5gh07dsDV1ZVvMTCZTOTn57e45qiBgQHc3d0xbdo0yMjIICkpCVpaWnBzc0NhYWG9N31aI2tra+jp6cHX1xdycnJISkqCqKgoZsyYARcXF7Z1k9XV1bFw4cI6pSeaghv7EGa15U8YDAZ+TkuIiopCQ0MDO3fuxOjRo9nuy9LSEnZ2dvDw8KDfl0pKSnBwcICtrS1fZr2sXbsWsrKy+Ouvv3D27FnMmDEDGhoayMvLw/Lly9nWum/PhgwZwtHjGAwGR+dzsrKySE5OhoaGBtTV1REcHAwrKytkZ2fD2NiY7YjXsLAwzJ49G+vWrcPmzZvh4eGBtLQ0BAYG4sqVK7CxsWEbQ2FhIcrLy9G9e3dUV1fD29sbsbGx0NXVxYYNG6CgoMDRcyYIkrgliHpcunQJdnZ2EBUVrdNE4mf29vZs96euro6bN28K1TR6gpWPjw/HjxWW+lUHDx6Ei4sLpKWloa6ujsTERDCZTOzbtw8XLlxgOzLGzMwMGRkZqKiogLq6ep0RcPVNlRwyZAguXrwIeXn5Rk/QGjope/jwISZPnozdu3dj/PjxbF8XTl6LyspK3LlzB5mZmZg+fTpkZGTw5s0byMrKQlpamu32BHe1ZNpqa7ho+1lubi4SEhKgo6PT7KYvgvDo0SOMGDECkpKSsLS0BFBTWqSsrIweQcQrTk5OAIATJ05g8uTJkJSUpNeJiYlBQ0MD8+bN47jOHVEzzTQlJYXUABagPn36oG/fvjhw4ABERETg5eWFv//+my6nwg9MJhN2dnZsR/6xKxP04/tJSUkJt27dQq9evfDixQv069cPHz9+5GbYPCMvL48HDx5AX18f8vLyiIuLg6GhIR48eIDZs2ezrWMpKyuLJ0+e0OVxmoMb+xAUbp4ba2pqIj4+vkXf6zIyMnjy5Am0tbWhoKCAmJgYGBsbIykpCWPHjhVIA9C4uDjExcVBV1cXY8aM4fvx+am11bDu27cvPD09MWLECNjb20NeXh5eXl7w8fFBaGgoMjMz692usLCQHpBy7949bN68GUlJSfQocjc3N/z22288j/9HzW2wRrQdJHFLEPVgMpl49+4dlJSU6DvB9WEwGBxNFT9+/Dhu3LiB48ePQ0pKipuhEnyiqanJ0eMYDEarbaBQUVFRp77yo0eP8PLlS9jY2NBJyqtXr0JeXp5td2t2U6bd3d1bFnADXr16halTpyImJgYaGhoNlh7h5LXIzc2Fra0t8vLy8O3bN6Snp0NLSwsuLi749u0bfH19efEUiAawm7bK7vVsjRdtnKqvG3dDZGVleRZHbXmC2qZqR44cocsCVVZWYu7cucjKykJ0dDTPYqjl4eEBV1fXFpVFKCoqoi/QVq1ahU6dOiExMRFdu3aFiooKF6Nt3aytrbFs2bI6jbGESX5+PlxdXREZGYn379/XGZ3X2kv3SEtL48mTJ3TNxO/fv6Njx454/fo130Y/M5nMOjdD6nP8+PFG12tpaeH8+fMwMzODhYUF5s2bh/nz5yM8PBxTp07lazK6Jbp06UKPftPT08O+ffswYsQIpKamok+fPigpKWl0e2dnZ/Tt25elcVFTcWMfgvLzuXFBQQFKS0vpskBFRUUc//3mhm7duuH27dswNDSEkZERtm/fDnt7eyQlJcHKygrFxcU8j6E94/aI2ZY6efIkKisr4ejoiISEBNja2qKwsJCusztlypR6t5OQkMC4cePg7OzM0ajaxly7dg0iIiIYMWIEy/Lw8HBUVVXBzs6u0e1b2mCNaDtIjVuCqMePjQG40UTCx8cHmZmZ6Nq1KzQ0NOokzxpq4kC0Hq2tc31z7Ny5E1paWpg8eTK9zMLCAhYWFiyP47SkB7cTs1++fEFUVBQMDAwaHZ3eo0cPejRwSxNxLi4usLCwQFJSEksn4/Hjx2PevHkt2jfRdMuXL8eYMWPoaav3799nmbbKTseOHenRCMrKysjMzISxsTEAsC390RLcGHVUXyPMn9UmVXl1op6fn48ZM2bg1q1bePToEUvSFgA6dOiA1atX1/nO4JXa75iCggKkpaUBqOlUzek07+TkZAwfPhxycnLIycnBvHnz0KlTJ1y4cAF5eXkIDAzkWeytzcKFC7Fy5Uq8evUKffr0qZMMF4ZRO46OjsjLy8PGjRvp5qDCpLS0lOWmi5iYGCQkJPhetsLHx6fFxxs6dCguXboEMzMzODk5Yfny5QgNDcWjR4/YlhdoTVra8E5HRwcbN27E/fv3YWJiUuf8npNZP9zYh6D8eG4cHByMgwcP4tixY9DX1wcApKWl0Ul9TrS0UVy/fv0QExMDQ0NDjBw5EitXrsTTp09x4cIF9OvXrwnPrOnS09NRVFREz1ABaso3eXp6oqSkBOPGjcNff/3F0xgErbXVsG5OnV2gpu50QEAAbG1toaqqCkdHRzg5OTVrxsratWvrLY9RXV2NtWvXsk3ctrTBGtF2kBG3BMEHghqZSBA/Sk9Px/jx4/HHH3/AxcWlWTVmf9aS0WyTJ0/GoEGDsHjxYpSVlaFXr150PdIzZ85w1DRs8+bNcHV1rTOSvaysDH///Tfbph6KioqIjY2Fvr4+S52+nJwcGBkZkY6vfNbSaavjxo3DqFGjMG/ePLi6uiIsLAyOjo64cOECFBQUEBERwZO4uTEi/+7duxwfb/DgwRw/llMPHjzAtGnT8Pfff+P3339H165dERQUVGc64M2bNzFr1izk5+dzPYaflZaWYvHixQgMDKRvooqIiGDWrFnYt28f2xksw4cPh7m5Oby9vVk+37GxsZg+fXqrHoHNbfXNHqqtKcnLmwHcJCMjg3v37qF3796CDqVZmEwmPD09WUrwrFmzBqtWrWJJIvAyUSciIoK3b9+2OHFbXV2N6upq+sbOmTNn6JGr8+fPh5iYGDfC5blHjx7h69evGDJkCN6/f49Zs2bRz+PYsWNs32uNffdzOgOLG/toDbS1tett2pSQkICJEyeyHQDR0hk3AJCVlYXi4mKYmpqipKQEK1eupF/PXbt28bRUzPjx42FiYoLNmzcDAF1H9ddff4WBgQH8/f2xZcsWLFu2jGcxENyVnZ2NgIAABAYG4uXLlxgyZAjmzp2L8ePHc/wdJykpiZSUlDoN9nJycmBsbMx2VL+ysjLCwsJgaWkJWVlZPHr0CHp6erh06RK8vb0RExPT3KdHCBmSuCWIBkRFRWHx4sW4f/9+nWmpnz9/xoABA3Do0CEMGjRIQBESgiTozvXN9fXrVzg6OuL8+fPNqjH7o59Hs6WlpUFLSwsbNmzgaDRbt27dcPPmTfTq1QvBwcFwd3dHUlISTpw4gcOHD+Px48dsn09DF6EfP36EkpIS22SEgoIC/v33XxgZGbEkdmJiYvD777/zJTlF/J+WTlsV5EWbsNu/fz/MzMzoEilLly7FxYsX8b///Q8DBgwAAPz7779YtWoVfv/9d+zZs4fnMc2fPx8RERHYv38/HVdMTAyWLl0KGxsbHDp0qNHt5eTkkJiYCG1tbZbPd25uLvT19VFeXs7z59Ba5ObmNrpeGD4bRkZGOHXqFMfdvFubxkr71OJ1ou7HUmDNVVlZiW3btmHOnDno0aMHF6MjBK0ldTSlpKRw9+5d9O3bl2X5w4cPYW1tzfZGeEsbxVVVVeHff/+FqakpXaqBn1RVVRESEoL+/fsDADw9PREaGoonT54AqGnou2/fPvpngjd4VWc3IiICx48fxz///AMJCQk4ODhwNNuqW7duCA4OxtChQ+vsb/r06Xj//n2j27e0wRrRhlAEQdRrzJgx1K5duxpcv3fvXmrcuHF8jIhoLSIiIigpKSmqZ8+eVIcOHajevXtT8vLylJycHDVkyBBBh8c3w4YNo1atWkVRFEVJS0tTmZmZFEVR1L///kupq6uz3V5CQoLKy8ujKIqiZs6cSa1Zs4aiKIrKzc2lOnbsyFEMDAaDev/+fZ3lkZGRVOfOndluP3nyZGrevHn0c8jKyqK+fv1KDR06lHJ0dOQoBoJ7bGxsqFOnTlEURVFz586lLC0tqZMnT1IjRoygLC0tBRwdf0VHR1MODg5U//79qVevXlEURVGBgYHUvXv3+HL8b9++UUuXLqXExMQoJpNJMZlMSlxcnFq2bBlVXl7OlxgUFRWp27dv11keFRXF0ee7S5cuVGJiIkVRrN9R4eHhVI8ePbgaK8F7N2/epH777TcqOztb0KEIrTt37lAVFRUt3k/Hjh3bxOswZMgQ6tOnT3WWf/78ucnnc9XV1VR1dXWL4uHGPprj/fv31KhRo+jv+p//cWL06NGUmZkZlZCQQC979OgRZW5uTo0ZM4bt9nJyclRqair9/+fPn1MURVH379+n9PX1OYpBXFycysrK4uix3PbjOS1FUdTQoUOpDRs20D9nZGRQcnJyAoisfbG2tuboX3Ov10JDQ6lOnTpx/Ln4448/KBMTEyojI4Ne9uLFC8rU1JRydnZmu72FhQV148YNiqJqchMzZ86kXr16Ra1evZrS0tJq1nMghBNJ3BJEA9TU1OiThvqkpKRQqqqqDa5XUFCgCgoKKIqiKHl5eUpBQaHBf4Rw6du3L+Xm5kZR1P8lA75+/UrZ29tTBw8eFHB0/CMrK0ufiPyYFMnJyaHExcXZbq+rq0udPXuWKi4uprp06UJFRkZSFEVRT548oRQVFRvdtvYzxWQy63y+ZGVlKSaTSS1cuJBtDC9fvqSMjIwoQ0NDqkOHDlS/fv0oRUVFSl9fn8rPz2e7PcFd8fHxVFRUFEVRFJWfn0+NGDGCkpGRoczNzanHjx8LNjg+Cg0NpSQlJam5c+dS4uLi9Gdr3759lJ2dHV9jKSkpoZKTk6nk5GSqpKSEr8eWlJSs9+/ws2fPKCkpKbbbOzs7U+PGjaO+f/9O35jJzc2lzMzMKBcXFx5E3HqFhYXV++/SpUtUeHi4wJIdTSEvL0/fSJCWlibnUgJkb29PBQQECDqMFmMwGPX+rc/Pz6c6dOjA0T5OnDhB9ezZkxIXF6fExcUpExMTKjAwsElxcGMfLTF9+nTKysqKio+Ppzp27EiFh4dTQUFBlL6+PnXlyhWO9vH+/XvKzs6OYjAYlJiYGP1ZtbOz4+h8qnPnzlR6ejpFUTXnh7XJqpSUFI6+7ymKovr06UNFRERw9Fhu6969O/XgwQOKoiiqqqqKkpWVZfndPX/+nJKVlRVIbETL5OTkUO7u7pSGhgYlIiJCDR8+nDp9+jRH2xYVFVH9+vWjOnToQGloaFAaGhpUhw4dGrxp9LOgoCDq+PHjFEXV3Ajp3LkzxWQyKQkJCerMmTMteFaEsCHNyQiiAfn5+XUaBPyoQ4cOKCgoaHD97t27ISMjQ/9f2JpoEA1LSUnB6dOnAdS8D8rKyiAtLY3Nmzdj7NixWLBggYAj5ExJSQm2b99Od+j+uREfu+ma4uLi+PLlS53l6enpHDUPWrZsGRwcHCAtLQ11dXVYW1sDAKKjo2FiYtLotnv27AFFUZgzZw48PDwgJydHrxMTE4OGhgY9Xa0xPXr0QFJSEs6ePYukpCQUFxfD2dkZDg4ObLtuE9z3Y9MrJSUl3Lhxg+02CgoKHH+/Ckunc09PT/j6+mLWrFk4c+YMvdzKygqenp58jUVKSgomJib48uULwsPDoa+vD0NDQ74cu3///nB3d0dgYCAkJCQA1NSv9vDw4OjzvXPnTkycOBFKSkooKyvD4MGD8e7dO/Tv3x9bt27ldfityrhx4+iatj/6sc7twIED8c8//0BBQUFAUTaOH+U5CM7Y2dlh7dq1ePr0ab3N7uzt7QUUGWeSk5Pp/z9//hzv3r2jf66qqsKNGzfY1ukHaqZab9y4EYsXL2Yp5/Lnn3/iw4cPWL58OV/20VJRUVEICwuDhYUFmEwm1NXVYWNjA1lZWXh5eXHUtLZLly64du0aXrx4gZSUFACAgYEB9PT0OIqhpY3igJq/na6urtiyZUu978ufS99xk7W1NbZs2YKDBw/i3LlzqK6ups9rgZr32c91TonW69u3bzh//jz8/f1x584dqKio0E3KmvI6ysnJITY2Frdu3UJSUhIkJSVhamrKcanF5jZYI9ogASeOCaLV0tLSoi5evNjg+vPnz1Oampr8C4hoNbp27UqPAjM0NKTCwsIoiqoZKcrpFP/WYOrUqZSysjK1evVqavfu3dSePXtY/rHDjdFsjx49oi5cuEB9/fqVXnblyhUqJiaG7bYVFRVUQEAAy9S0prp7926900YrKiqou3fvNnu/RPNkZWXRI25+lJ6e3uC03ICAAPrfzp07KQUFBWrq1KnU3r17qb1791JTp06lFBQUGi1909pISkrSz/fH0eyZmZkcjWbnhkmTJlH79u2jKIqiSktLKV1dXUpUVJTq0KEDFRoaypcYnj59SnXv3p1SVFSkhg4dSg0dOpRSVFSkVFRUqGfPnnG8n3v37lEHDhygduzYQd26dYuHEbdeERER1C+//EJFRERQX758ob58+UJFRERQ/fv3p65evUrFxMRQxsbG1Jw5cwQdKiEEGAxGg/84nUIsSLVxMpnMep+DlJQUdezYMbb70dDQoE6cOFFneUBAAKWhocFRLNzYR0vJyMjQf3PU1NToc7CsrCxKUlKSLzFwY8bNz+/DH19jXr8vs7OzKR0dHYrBYFAdOnSoMwNv7Nix1LJly3gaA8EdCxYsoBQUFChxcXFq8uTJ1M2bNwVSwoQgfkSakxFEA5YsWYI7d+4gPj6eHulTq6ysDJaWlhgyZAhHhclb2kCJaF0E1bme2+Tl5XH16lV6hEdTff78GRMnTqS7Mnfv3p0ezXbt2rU6Ix14QUpKCikpKc1urEM+m63L4MGDMWfOHMyePZtl+cmTJ3H06FHcuXOn0e1///13DBkyBIsXL2ZZvn//fkREROCff/7hcsS8oaWlhcOHD2P48OEsTbUCAwOxfft2PH/+nOcxcKN5IDeUlpbi1KlTSE1NBQAYGhqSEfHN0LNnTxw+fJhuNFfr33//xR9//IH//vsPERERmDNnDvLy8gQUZePYxaWmpsanSAhhl5ubC4qioKWlhYcPH7LMEhITE4OSkhJERETY7kdCQgLPnj2Djo4Oy/IXL17AxMSEowaI3NhHS/Xt2xeenp4YMWIE7O3tIS8vDy8vL/j4+CA0NBSZmZk8j4Eb7t692+j6wYMH8/T4lZWV+O+//9ClSxd0796dZV1SUhJ69OgBRUVFnsZAtJypqSmcnZ0xY8aMZr1ePj4++OOPPyAhIcE2T7B06dI6y3jVYI0QbiRxSxANyM/Ph7m5OURERLB48WLo6+sDAFJTU3HgwAFUVVUhMTERXbt2Zbuvhrr4vnnzBtra2igrK+PJcyB4o610rtfU1MS1a9daPO05JiYGycnJKC4uhrm5OYYPH87xtq9evcKlS5fq7WLMycmItbU1li1bhnHjxjU1bAA1n838/Pw6pR3S09NhYWFRbykIgndkZWWRmJhY5wI2IyMDFhYWKCoqanR7aWlpPHnypN7te/fujeLiYm6HDKBm2m3Pnj3BZDJZpuDWh5Pu3F5eXjh58iT8/f1hY2ODa9euITc3F8uXL8fGjRuxZMkSboXeIElJSaSnp0NVVRWzZs1C9+7dsX37duTl5cHIyIhnv8uW4uRmaq36LpjaKklJScTHx9eZcvz06VNYWlqirKwMubm5MDQ0bLVdqplMZqNlUciNtsY15e9ZY1PKKyoqICkpiSdPnnA8hb2t6tmzJ6ZPn46//vqLZbmnpyfOnj2Lp0+f8mUfLXXy5ElUVlbC0dERCQkJsLW1RWFhIcTExBAQEIApU6bwPIahQ4fiwoULkJeXZ1n+5csXjBs3DlFRUY1uX1FRAVtbW/j6+kJXV5eHkRJE4zQ1NfHo0SMoKipCU1OzwccxGIx6y9INGTKEo+MwGAy2nwui7SA1bgmiAV27dkVsbCwWLFiAdevW0XXhGAwGRowYgQMHDrBN2tZeQDIYDBw9ehTS0tL0uqqqKkRHR8PAwIB3T4LgCS0tLfr/HTt2hK+vrwCjab4tW7bAzc0NJ06cgJSUVLP3M3DgQAwcOLDJ20VGRsLe3h5aWlpITU1Fz549kZOTA4qiYG5uztE+Fi5ciJUrV+LVq1f11jNrKEk2YcIEADWfTUdHR4iLi9PrqqqqkJycXGdkGsF7DAYDX79+rbP88+fPHCVlFBUVERYWhpUrV7IsDwsL4+kol969e9M353r37l2nluiPdUQ5eR5r165FdXU1hg0bhtLSUgwaNAji4uJwdXXlS9IWAFRVVREXF4dOnTrhxo0bdK3dT58+1ZmFwisnTpxA586d6fqKq1evxuHDh2FkZITTp0/Xe5Ns9+7dLD8XFBSgtLSUTgYUFRVBSkoKSkpK7Spx26dPH6xatQqBgYH0jaqCggKsXr0affv2BVAzwk9VVVWQYTbq51HeFRUVePz4MXbt2tXqaxZzK2naEvLy8mzrgXPyPSUqKgo1NbU2kygPCgqCr68vsrOzERcXB3V1dezevRtaWloYO3Zso9t6eHhgypQpiI6Opmcv/fvvv4iMjERISAhHx+fGPlqqNdTRvHPnTp0b+ABQXl6Oe/fusd1eVFSU7Y1TguCH7Ozsev/Pqdu3b3MzHKKNICNuCYIDnz59QkZGBiiKgq6uLseNO2rvsuXm5qJHjx4s065qGyht3rwZv/zyC0/iJngjPj4e1dXVdV63Bw8eQEREhKXBUmtmZmaGzMxMUBQFDQ2NOs34EhMT692urKwMkZGRGD16NABg3bp1+PbtG71eREQEW7ZsYZvcsbS0hJ2dHTw8POjp4EpKSnBwcICtrS1HTd6YTGadZZwkyZycnADUJIYmT57MMu269rM5b948Uvifz8aMGQNJSUmcPn2a/r6sqqrClClTUFJSguvXrze6fUBAAObOnQs7Ozv68/ngwQPcuHEDR44cgaOjI0/izs3NhZqaGhgMBnJzcxt9bFNG5H///h0ZGRkoLi6GkZERy80/Xjt48CBcXFwgLS0NNTU1PH78GEwmE/v27cOFCxf4cmGhr6+PQ4cOYejQoYiLi8OwYcOwZ88eXLlyBR06dMCFCxca3T44OBgHDx7EsWPH6FkzaWlpmDdvHubPnw8HBweeP4fWIi0tDWPHjkV2djadnH358iW0tLQQFhYGPT09/PPPP/j69Stmzpwp4Gib5urVq/j777/ZllIRJHajhQHOkqYtwW4a+Y/YTSk/duwYLly4gKCgIHTq1KmloQnMoUOH4ObmhmXLlmHr1q149uwZtLS0EBAQgBMnTnD0PZeQkIDdu3fTDbkMDQ2xcuVKmJmZcRwHN/YhrGqTrb1790ZUVBTL+6m2UZyfnx9ycnLY7mv58uUQFxfH9u3beRUuQTTbj4PACKKpSOKWIHigoqKCJQk2ZMgQuv4pIfwsLS2xevVqTJw4kWX5hQsXsGPHDly/fh337t3DL7/8gm7dugkoSvY8PDwaXe/u7l7vcl9fX1y9ehWXL18GAMjIyMDY2JhOfqampmL16tVsOyHLyMjgyZMn0NbWhoKCAmJiYmBsbIykpCSMHTuWo5P0libJPDw84Orqypd6vAR7//33HwYPHgx5eXn8+uuvAIB79+7hy5cviIqK4mha7oMHD+Dj48NyAbx06VJyg6wZHj16hJcvX8LGxoZOGl+9ehXy8vLNro3dFFJSUvSorzVr1uDt27cIDAzEf//9B2traxQUFDS6vba2NkJDQ+skPxISEjBx4sRmjYQRZtXV1QgPD0d6ejqAmsS4jY1NvTfAhElGRgZ69eqFkpISQYfSIG4mTVsDMzMzZGRkoKKiAurq6nX+hjZ047e1MTIywrZt2zBu3DiWeuLPnj2DtbU1Pnz4UO921dXVLf7ccGMfLcGrOpqlpaX1lr9qaAbUjzc16ktLSEpKYt++fZgzZw7bYy9ZsgSBgYHQ1dWtdxYWqQdKCMKxY8ewe/duvHjxAgCgq6uLZcuWYe7cuQKOjBAmpFQCQfDAzp07oaWlhcmTJwMgUx7amufPn9c7ld/MzAzx8fGwt7dHdXU1vnz5gmfPngkgQs40lJhl59SpU1i9ejXLsuDgYLqExMmTJ3HgwAG2iduOHTvSJ/bKysrIzMyEsbExADR4sfSzltYTbu7vgOANY2NjJCcnY//+/UhKSoKkpCRmzZqFxYsXczyq65dffsGpU6d4HGn7YGFhAVNTU2RnZ0NbWxsdOnSgyxbwg7S0ND5+/Ag1NTWEh4fTiQYJCQmOasO/ffsWlZWVdZZXVVUhPz+f6/G2dkwmE7a2trC1tRV0KM3yc7kBiqLw9u1bbNq0qdXXtGyNydh79+7Bz88PWVlZOHfuHFRUVBAUFARNTU225Y+aW1e+tcnOzq53VKu4uHijNwJERUVZGpuuWrUK69ata9LoY27soyU4bTDJ6ejAgoICODk5NTgzpqGR5NnZ2VxpFAcAz549o8/Pa29Q1SKjHAlBcHNzw65du7BkyRL0798fABAXF4fly5cjLy8PmzdvFnCEhLAgiVuC4IEJEyZg/PjxePv2LVxcXNje1SZ3gIWLuLg48vPzWWrdAjVJAnFxccTExCArK4tOQrZmRUVFdMfgVatWoVOnTnTTPRUVlXq3ycjIgImJCf2zhIQEy6gRS0tLLFq0iO2x+/Xrh5iYGBgaGmLkyJFYuXIlnj59igsXLqBfv35Neh7Pnz+vd4SHvb09221DQ0MREhJS7/bCMmqoLfixsci2bds43u7Lly90TUh2dSR5VTuyLSotLcWSJUtw4sQJADUXwVpaWliyZAlUVFSwdu1ansdgY2ODuXPnwszMDOnp6Rg5ciSAmpHZGhoabLcfNmwY5s+fj6NHj9IX8wkJCViwYEGTmii2FZGRkYiMjMT79+9RXV3Nss7f319AUXGuvhqtFEVBVVWVrsEsLFqSNOWG8+fPY+bMmXBwcEBiYiJd7ujz58/Ytm0brl271uj2beWmp6amJp48eVLnJvCNGzcabdz688hQPz8/LFiwoElJV27soyW4Pahk2bJlKCoqwoMHD2BtbY2LFy8iPz8fnp6e2LlzZ4Pb1f7uf/5Oao7WNFCmqSOPidarJa/loUOHcOTIEUybNo1eZm9vD1NTUyxZsoQkbgmOkcQtQfCAnp4e7t+/D0dHR7i4uCAxMbHBO73kDrDw+e2337Bu3TqEhYVBTk4OQE0CdN26dRgzZgyAmuTuwYMHBRkmW8nJyRg+fDjk5OSQk5ODefPmoVOnTrhw4QLy8vIQGBhY73ZFRUUsNW1/nq5cXV3Nsr4hu3btojvTe3h4oLi4GGfPnoWuri7HNzOysrIwfvx4PH36lKUhVO3nil2tQB8fH6xfvx6Ojo4ICwuDk5MTMjMzER8fz1HymeCe5jYWUVBQoEctNdR8h9e1I9uidevWISkpCXfu3GEZoTl8+HBs2rSJL4nbAwcOYMOGDXj58iXOnz9PN5hLSEhguQhqiL+/P2bPng0LCwu6fFFlZSVGjBiBo0eP8jT21sbDwwObN2+GhYUFlJWVhfLcIyoqiiVuJpOJLl26QEdHBx06CM8lTUuTptzg6ekJX19fzJo1iyXpbWVlBU9PT4720Zwbv63NihUrsGjRIpSXl4OiKDx8+BCnT5+Gl5dXk74juFF5UNirF0ZFRSEsLAwWFhZgMplQV1eHjY0NZGVl4eXlVe9sjUuXLsHOzg6ioqK4dOlSo/vn5EZ8rYyMDGRmZmLQoEGQlJSkzwH4obkjj4nWhxuvZUVFRb29T/r06VPvjCCCaBBFEARBNMmrV68oLS0tSk5OjrK2tqasra0peXl5Sl9fn8rLyxN0eBwbNmwYtWrVKoqiKEpaWprKzMykKIqi/v33X0pdXb3B7XR0dKjQ0NAG1589e5bS1tbmaqwNGT16NDV27FiqoKCAkpaWpp4/f07du3ePsrS0pKKjo9lur6+vTwUHB1MUxfo72LhxI7Vo0SKexk7UtWzZMmrNmjVN2ubOnTtURUUF/f/G/hGcU1NTo+Li4iiKYv1svHjxgpKRkRFkaE2Wnp5OhYWFUWFhYVRaWpqgwxGIbt26UYGBgYIOg6Aoqnfv3tSJEycoimL9bCUmJlJdu3blSwySkpJUdnZ2nRgyMzMpcXFxttsnJSVRXbp0oXR0dKgOHTrQ269fv56aOXMmz+LmhZMnT1I6OjoUg8GgGAwGpaKiQh09erTRbRgMBpWfn0///OPvkFPc2EdrIiMjQ7+n1NTUqJiYGIqiKCorK4uSlJSsd5sffwe1v//6/jGZTI5i+PDhAzV06FB6m9rfp5OTE7VixYoWPkPOTJ8+nbKysqLi4+Opjh07UuHh4VRQUBClr69PXblyhS8xENzBjddy8eLF1PLly+ssX7lyJbVw4UJuh0y0YcJze5oghFRFRQUkJSXx5MkTjhrrEK2fiooKkpOTcerUKboOp5OTE6ZNm8bSlK61i4+Ph5+fX53lKioqePfuXYPbjRw5Em5ubhg1ahQkJCRY1pWVlcHDw4OjOphz587FjBkzYG1t3eTYa8XFxSEqKgqdO3cGk8kEk8nEwIED4eXlhaVLl7Kt4ZaXl4cBAwYAqGmA8fXrVwDAzJkz0a9fP+zfv7/ZsRFNV1lZCX9/f0RERHDcWOTH2pGtsY6ksCooKKBrL/6opKSEbyOXbty4AWlpaXrq+IEDB3DkyBEYGRnhwIEDHDf81NXVbfU1UHnt+/fv9HedsPLy8kLXrl3rNCny9/dHQUEB1qxZI6DImiYtLQ2DBg2qs1xOTg5FRUV8iaFbt27IyMioU3IkJiamThmo+qxYsQKOjo7w9vaGjIwMvXzkyJGYPn06t8PlicrKSgQHB2PEiBFwcHBAaWkpiouL6/3eq4+bmxukpKQA1Hy+tm7dSs/CqsVu9hA39tFa6OvrIy0tDRoaGujVqxf8/PygoaEBX19fKCsr17vNj+URuFEqYfny5RAVFUVeXh5LqYspU6ZgxYoVjZZs4JbmjDwmWiduvZbHjh1DeHg4XQbuwYMHyMvLw6xZs1jKKQrLZ50QDJK4JQgeExUVhZqaGpka08Z07NgRf/zxh6DDaBFxcfF6a4Kmp6ezNIf42V9//YWQkBDo6+tj8eLF0NPTA1BzMbp//35UVlbir7/+Ynv8goIC2NraokuXLpg6dSpmzJiBXr16Nek5VFVV0ReNnTt3xps3b6Cvrw91dXWkpaWx3b5bt24oLCyEuro61NTUcP/+ffTq1YtulkHwFzcai3z69AnHjh1DSkoKgJqu4U5OTnyrG1hVVYXdu3c3WDe5sLCQL3G0lIWFBa5evYolS5YA+L/f/9GjR+kGG7y2atUq7NixAwDw9OlTrFy5EitWrMDt27exYsUKHD9+nC9xtAVz585FcHAwNm7cKOhQms3Pzw/BwcF1lhsbG2Pq1KlCk7htadKUG+bNmwcXFxf4+/uDwWDgzZs3iIuLg6urK0fvkebe+G1NOnTogD///JP+WyElJUUnUdkZNGgQyznGgAEDkJWVxfIYdn+zuLGP1sTFxQVv374FUFMD2dbWFqdOnYKYmBgCAgL4EkN4eDhu3ryJHj16sCzX1dVFbm4uX2IoKSmhk/8KCgooKCiAnp4eTExMSN8EIcON1/LH89rMzEwANdcrnTt3ZmlgLUyfdUIwSOKWIPhg/fr1+OuvvxAUFMS35AHBWy9evMDt27frbfLi5uYmoKiaxt7eHps3b0ZISAiAmpOGvLw8rFmzBr///nuD23Xt2hWxsbFYsGAB1q5dy1JX1sbGBgcPHkTXrl3ZHj8sLAyfPn3CuXPnEBwcjF27dsHAwAAODg6YPn06R82HevbsiaSkJGhqauKXX36Bt7c3xMTEcPjwYY4ugIcOHYpLly7BzMwMTk5OWL58OUJDQ/Ho0SNMmDCB7fYEd7W0sUh0dDTGjBkDOTk5uqaYj48PNm/ejMuXL9c7yo3bPDw8cPToUaxcuRIbNmzA+vXrkZOTg3/++UdovhsAYNu2bbCzs8Pz589RWVmJvXv34vnz54iNjcXdu3f5EkN2djaMjIwA1NQFHT16NLZt24bExES6URnBmfLychw+fBgREREwNTWtMztEGEb6vHv3rt6Re126dKETRsKgpUlTbli7di2qq6sxbNgwlJaWYtCgQRAXF4erqyt9s6Yxzb3x29pYWlri8ePHdZqTsXPnzp0WH5sb+2hNZsyYQf+/T58+yM3NRWpqKtTU1NC5c2eO9tHSBoolJSX1Jt8LCwshLi7OUQwt1ZyRx0TrxI3XsjU1zCOEG4MiQ4oIgufMzMyQkZGBiooKqKur15n+S+7ACpcjR45gwYIF6Ny5M7p168Zyl5TBYAjN6/n582dMnDgRjx49wtevX9G9e3e8e/cO/fv3x7Vr1+q8T+tTWFiIjIwMAICOjk6Lbky8evUKp0+fhr+/P168eMFR0f6bN2+ipKQEEyZMQEZGBkaPHo309HQoKiri7NmzGDp0aKPbV1dXo7q6mm5sc+bMGcTGxkJXVxfz58+HmJhYs58PwX8mJibo378/Dh06BBEREQA1I2AXLlyI2NhYPH36lOcxaGtrw8fHB6NGjYKMjAyePHlCL7t//369IwZbq8zMTGzfvh1JSUkoLi6Gubk51qxZAxMTE74cv1OnToiJiYGRkREGDhyIWbNm4Y8//kBOTg6MjIxQWlrKlzjagiFDhjS4jsFgICoqio/RNI+uri7c3d1ZEkQAEBQUBHd39zqjFVsriqKwbds2eHl50e/h2qTpli1b+BrL9+/fkZGRgeLiYhgZGUFaWpqj7ebOnYuPHz8iJCQEnTp1QnJyMkRERDBu3DgMGjQIe/bs4W3gXBISEoJ169Zh+fLl9Zbn4aRrPMEd7BooXrx4ke0+Ro4ciT59+mDLli2QkZFBcnIy1NXVMXXqVFRXVyM0NJRX4dNOnjyJyspKODo6IiEhAba2tigsLKRHHk+ZMoXnMRDcQV5LojUhiVuC4AMPD49G17u7u/MpEoIb1NXVsXDhQqGZlslOTEwMkpOT6cTM8OHD+R5DRUUFrl69ipMnT+Lq1avo1KkTXr9+3ax9FRYWQkFBgUw7ElKPHj1qsMzAhQsXGt22tp64vr4+y/K0tDT07t0bZWVlXI/3Zx07dkRKSgrU1NSgrKyMq1evwtzcHFlZWTAzM8Pnz595HkNbYW9vj+/fv8PKygpbtmxBdnY2VFRUEB4ejsWLF9cpp0G0bd7e3vD29sbff/9N35SLjIzE6tWrsXLlSqxbt07AETZNc5OmrQE3bvy2Bkwms84yBoMBiqLAYDBImbMmqKqqQkBAQIMjZtndHFJWVoa3tzdmzpzZ7BiePXuGYcOGwdzcHFFRUbC3t8d///2HwsJC/Pvvv9DW1m72vpurtLS0ySOPidapOa9leXk59u3b1+AsTWEZ7EMIHimVQBB8QBKzbcunT58wadIkQYfBNQMHDqSb//Db7du3ERwcjPPnz6O6uhoTJkzAlStX2I6UbQwno35fvHgBNzc3+Pn5QVZWlmXd58+fsWDBAnh6evKt3iBR48yZM5g1axZGjBiB8PBw/Pbbb0hPT0d+fj7Gjx/Pdntzc3OkpKTUSdympKQ0uX5yc/Xo0QNv376FmpoatLW1ER4eDnNzc8THx/Ntqia3URSF27dvo6ysDAMGDOC4KVhL7d+/HwsXLkRoaCgOHToEFRUVAMD169dha2vL0T5+rnlsaGiIOXPmtOuyRa9evQKAOnUgW7tVq1bh48ePWLhwIX1TR0JCAmvWrBG6pC0AiImJ0aVAhI2cnBxu3brVKm78tkR2dragQ2gzXFxcEBAQgFGjRqFnz55NvnnOjQaKPXv2RHp6Ovbv3w8ZGRkUFxdjwoQJWLRokcDKFEhJSdE1Tgnh1pzX0tnZGeHh4Zg4cSIsLS3JoBKi2ciIW4IgiCZydnZG37598eeffwo6lGYpKytDZGQkRo8eDQBYt24dvn37Rq8XERHBli1bICEhwdM4VFRUUFhYCFtbWzg4OGDMmDEcJ7Z+7irekIZqov3xxx+Ql5eHt7d3vevXrFmDL1++4NChQxwdh+AOU1NTzJ8/H4sWLYKMjAxdv3j+/PlQVlaud/ZCcnIy/f+UlBSsXr0aS5Ysobv33r9/HwcOHMD27dv5Mq1t7dq1kJWVxV9//YWzZ89ixowZ0NDQQF5eHpYvX47t27fzPIaWKCoqgouLCxITE9GvXz/s3LkTI0eORGxsLABASUkJ4eHhQjGFODo6Gvb29pCVlaVrHickJKCoqIhvNY9bi+rqanh6emLnzp0oLi4GAMjIyGDlypVYv359vSMPW6vi4mKkpKRAUlISurq6QntDhCDaks6dOyMwMLDZ9cfXrFkDaWlpoWyguGLFCo4fKwz1xNszbr+WcnJyuHbtGqysrFoSFkGQxC1B8ENb6TJO1PDy8sKuXbswatQomJiY1GnysnTpUgFFxhlfX19cvXoVly9fBlBz8W5sbAxJSUkAQGpqKlavXo3ly5fzNI4jR45g0qRJkJeXb/K2TCYT6urqMDMzQ2N/xhqqiaavr4+TJ0+ib9++9a5PSEjA9OnTWTo+E7zXsWNH/Pfff9DQ0ICioiLu3LkDExMTpKSkYOjQofU2IGIymfTU1sYIatprXFwc4uLioKurizFjxvD9+E01d+5cREdHY/bs2bh8+TKYTCYoisKePXvAZDKxevVqSEtL098f/FJeXl7nb+fPo+V/1hpqHrcW69atw7Fjx+Dh4UFfQMbExGDTpk2YN28etm7dKuAICWGyefPmRtcLSyPGqKgoXLhwATk5OWAwGNDU1MTEiRPb1U0dbunevTvu3LkDPT29Zm3v4uKCwMBAmJqaNruBYnR0dKPrefW6NlZD/EfCUk+8PeP2a2lkZIQzZ84Ixc1uonUjiVuC4AM3N7dGu4y39kQfwUpTU7PBdQwGo9U3SPn111+xevVqOolUO7KxtizAyZMnceDAAcTFxTW6n+joaAwYMIBu7FWrsrISsbGxjZ4gV1RU0PVIe/bs2eTnsGjRIpw+fRrq6upwcnLCjBkzmjT1WVJSEqmpqQ12ks7NzYWhoSFpfsRnPXr0wPXr12FiYgJTU1OsW7cO06ZNQ1xcHGxtbeutD5ubm8vx/pvaObw9UlFRQXBwMAYPHozXr19DVVUVUVFRsLa2BgA8fPgQ9vb2ePfuHc9jKSkpwZo1axASEoKPHz/WWc8uEd8aah63Ft27d4evry/s7e1ZloeFhWHhwoXNrinOby2pgU1wj5mZGcvPFRUVyM7ORocOHaCtrS0UdRv//PNPHD58GAoKCtDT0wNFUXjx4gWKioqwcOFC7Nu3j+N9lZaW1vuebEqyhhv7EKSdO3ciKysL+/fvb9Z0cG40UGyoZnEtUrOY4Lfr16/Dx8cHvr6+5ByUaBFS45Yg+ODUqVM4cuQIRo0ahU2bNmHatGnQ1taGqakp7t+/TxK3QkbYa6JlZGSwdIWXkJBgOdm1tLTEokWL2O5nyJAhePv2LZSUlFiWf/78GUOGDGn0BFlUVBRqamrNPok+cOAAdu3ahQsXLsDf3x/r1q3DqFGj4OzsjN9++43tRYOcnBwyMzMbPInKyMhgO5qP4L5Bgwbh1q1bMDExwaRJk+Di4oKoqCjcunULw4YNq3eb1ngi/OLFiwYbUbT2kWj5+fn0iCkVFRVISEhAVVWVXq+mpoaCggK+xLJ69Wrcvn0bhw4dwsyZM3HgwAG8fv0afn5+HJWcaA01j1uLwsJCGBgY1FluYGAgNLN+WloDm+Cex48f11n25csXODo6CsVrcfHiRRw/fhz+/v6YPXs2fc5QXV2NgIAALFiwADY2NnVudPysoKAATk5OuH79er3rOTnH4cY+WoOYmBjcvn0b169fh7GxcZ0Rs43dWKmqqoKHhwdMTExaVEP906dPLD9XVFTg8ePH2LhxI5lVQAiEhYUFysvLoaWlBSkpqTqfC2H5+0sIHhlxSxB8QLqMt03fv39HdnY2tLW164w6bc0aGoVWKzU1Fb1790Z5eXmj+2EymcjPz0eXLl1Ylqenp8PCwgJfvnxpdPtjx47hwoULCAoKanGjoNzcXAQEBCAwMBCVlZX477//Gu3QPXnyZFRUVDRYSmHs2LEQExPDuXPnWhQX0TSFhYUoLy9H9+7dUV1dDW9vb8TGxkJXVxcbNmyo94Lu0qVLsLOzg6ioKC5dutTo/tldhHPDkSNHsGDBAnTu3BndunVjuYnAYDBa/Ug0JpOJd+/e0Tdkfh6Rn5+fj+7du/MlmaCmpobAwEBYW1tDVlYWiYmJ0NHRQVBQEE6fPo1r1641uv3Zs2cbrXlsaGhIP1ZYRrU11y+//IJffvkFPj4+LMuXLFmC+Ph43L9/X0CRca45NbAJ/nr69CnGjBmDnJwcQYfSKHt7exgbG8PLy6ve9WvWrEFqairCwsIa3Y+DgwNyc3OxZ88eWFtb4+LFi8jPz6frSY8aNYptLNzYR2vg5OTU6Prjx483ul5CQgIpKSmNzmprrrt372LFihVISEjg+r4JojHDhw9HXl4enJ2d0bVr1zoDS2bPni2gyAhhIzyZBoIQYm2xy3h7VlpaiiVLluDEiRMAahKVWlpaWLJkCVRUVLB27VoBR9i4Hj164NmzZw0mbpOTkxvtNj5hwgQANUkoR0dHlvdwVVUVkpOTOeoMvH//fmRkZKB79+5QV1dHx44dWdY3JcH1Y51TThJK69atQ//+/TFx4kSsXr2a/l2kpqbC29sbN2/epJsxEfzzYwKfyWRy9FkaN24cnWgcN25cg4/jV41bT09PbN26FWvWrOH5sXjl6NGj9I2PyspKBAQEoHPnzgCAr1+/8i2OwsJCOmEsKytLj0wZOHAgFixYwHb7adOmAagZuVvfutrvDEHVP+Ynb29vjBo1ChEREejfvz+AmvrLL1++ZJsAby0yMzPpJJaYmBhKSkrAYDCwfPlyDB06lCRuW4HPnz8LxWCExMREbNiwocH1EyZMwO+//852P1FRUQgLC4OFhQVde9/GxgaysrLw8vLiKOnKjX20BuwSs+z07NkTWVlZPEncdu3alfQsIAQiNjYWcXFx7W6WD8F9JHFLEHwwfvx4REZG4pdffsGSJUswY8YMHDt2jO4yTgiXdevWISkpCXfu3IGtrS29fPjw4di0aVOrT9yOHDkSbm5uGDVqFCQkJFjWlZWVwcPDo9ELBTk5OQAARVGQkZGhm5oBNRfT/fr1w7x589jG0ViSjRPfvn2jSyXExMRg9OjR2L9/P2xtbdl2SDczM0NoaCjmzJlTZ9StoqIiQkJCYG5u3qL4iKa7du0aREREMGLECJbl4eHhqKqqgp2dXZ1tqqurkZeXB4qi6pQlEIRPnz5h0qRJgg6j2dTU1HDkyBH6527duiEoKKjOY/hBS0sL2dnZUFNTg4GBAUJCQmBpaYnLly9z1NRQ2MvacNPgwYORnp6OAwcOIDU1FUBNcmrhwoXo3r27gKPjjIKCAn3jQEVFBc+ePYOJiQmKiopIPXI++3nkNkVRePv2LYKCgur9nm5tPnz40OgN6h49etRbV/tnJSUl9OwEBQUFFBQUQE9PDyYmJhzffObGPtoCT09PuLq6YsuWLejTp0+dm/mclK9KTk5m+bn2fbl9+3b07t2bm+ESBEcMDAzaVT19gndIqQSCEABh6zJOsFJXV8fZs2fRr18/lmnEGRkZMDc3Z1siQNDy8/PRu3dviImJYfHixXQ9y7S0NOzfvx+VlZV4/Pgxunbt2uh+PDw84OrqWufkmh8WLlyIM2fOQFVVFXPmzIGDgwM9IrApysrKcOPGDWRkZICiKOjp6eG3336DlJQUD6Im2DE1NcX27dsxcuRIluU3btzAmjVrkJSUVO92IiIi9dZbFgRnZ2f07dsXf/75p6BDEXq7d++GiIgIli5dioiICIwZMwYURaGiogK7du2Ci4uLoEMk+Gj69OmwsLDAihUrsGXLFuzbtw9jx47FrVu3YG5uTpqT8dHPoyKZTCa6dOmCoUOHYt26dZCRkRFQZJxpqNRTLU5LwvTt2xeenp4YMWIE7O3tIS8vDy8vL/j4+CA0NBSZmZlsY+HGPgTF3NwckZGRUFBQgJmZWaP9BdgloX+84f7jfpoyK+LH2Vc/6tevH/z9/eut800QvBQeHg4PDw9s3boVJiYmdWrckn4aBKdI4pYgCKKJpKSk8OzZM2hpabEkbpOSkjBo0CChmCaYnZ2NBQsW4NatW/QJLoPBgI2NDQ4ePEhPT+a1oqIi+sJk1apV6NSpExITE9G1a1eoqKg0uB2TyYSamhrbCwVyIS9cJCUlkZKSAg0NDZblOTk5MDY2RklJSb3b/VyXVZC8vLywa9cujBo1qt6TdNKMsvlyc3ORkJAAHR0djmvSvnnzBjExMfU2imsPr8WLFy/g5uYGPz+/OheInz9/xoIFC+Dp6cm37/yWaE4NbIKoD5PJxB9//NHgTdrS0lIcOXKEbbLw5MmTqKyshKOjIxISEmBra4vCwkKIiYkhICAAU6ZMYRsLN/YhKB4eHli1ahWkpKTYlipxd3dvdP3du3cbXT948GC28eTm5rL8XHtD4efZZQTBL7U3JH6+VmkvZZoI7iGJW4LgoejoaI4eN2jQIB5HQnDToEGDMGnSJCxZsgQyMjJITk6GpqYmlixZghcvXuDGjRuCDpFjhYWFyMjIAADo6Og0qUlYfn4+XF1dERkZiffv39cZ4cDuZCQ5ORnDhw+HnJwccnJykJaWBi0tLWzYsAF5eXkIDAxscFtHR8dGE7a1WlpzjeCvbt26ITg4GEOHDmVZHhERgenTp+P9+/f1bsdu9BQ/NVafj8FgICsri4/RCK+KigrY2trC19cXurq6zdpHQEAA5s+fDzExMSgqKtZpFNceXos//vgD8vLy8Pb2rnf9mjVr8OXLFxw6dIjPkRGE4FhbW3N0DnH79u0m7be0tBSpqalQU1Nr1iwgbu2D36qqqvDvv//C1NSUozI2BNFecOOGBEEAJHFLEDxVO2UHQJ2kVi1yt034xMTEwM7ODjNmzKATA8+fP0dsbCzu3r2LPn36CDpEvrCzs0NeXh4WL14MZWXlOhdBY8eObXT74cOHw9zcHN7e3iwjl2NjYzF9+vRW35Wa4L758+cjLi4OFy9ehLa2NgAgIyMDv//+O/r27YujR4/Wux270VO1du3axfWYCd7p0qULPaKyOVRVVfHnn39i3bp1bOtet1X6+vo4efIk+vbtW+/6hIQETJ8+vdU27mlK6SEy5ZR/xo8fz1HiEyAzX9oLCQkJpKSktKi52L179+Dn54esrCycO3cOKioqCAoKgqamJgYOHMh2+59rLzemPcy4IPgvLCwM/fv3bxUzwIi2hTQnIwgeUlBQgIyMDBwdHTFz5kyhuXNONG7gwIF48uQJtm/fDhMTE4SHh8Pc3BxxcXEwMTERdHh8ExMTg3v37jW74UN8fDz8/PzqLFdRUcG7d+9aGB0hjLy9vWFrawsDAwO6ccyrV6/w66+/4n//+1+j2z59+hRiYmINruc0yUC0HrWNPLdv396s7UtLSzF16tR2m7QFgLy8vEYvIDt37oyXL1/yMaKmkZeXZ/vZJVNO+U9OTg4XL16EnJwcLCwsANTcBPj8+TPGjRvXpr9vV6xYwfFjG7pZyI19tDY9e/ZEVlZWsxO358+fx8yZM+Hg4IDExER8+/YNQE1Jl23btuHatWts97F7924UFBSgtLSUHvlbVFQEKSkplhk5DAaDJG4Jnvj27RsGDhyI69evQ1tbu07DvJ9xWvaJIEjiliB46O3bt7h48SL8/f3h7e2NkSNHwtnZGba2tm36pLY90NbWZum83h6pqqo2OJKcE+Li4vWOpkpPT28VU94J/pOTk0NsbCxu3bqFpKQkSEpKwtTUlKNyMhcvXhTYCIfaZkkdO3Zke0EuLBfhrUFlZSX8/f0RERFRb5dxdr9LZ2dnnDt3DmvXruVlmK2anJwcMjMzoa6uXu/6jIyMVj1StalT1Qn+6Nq1KyZPngxfX1+IiIgAqJkuv3DhQsjKyuLvv/8WcIS88/jxY44e19h5Pjf20dp4enrC1dUVW7Zsqff7mt33jKenJ3x9fTFr1iycOXOGXm5lZQVPT0+OYti6dSsOHjyIY8eOQV9fH0BN49158+Zh/vz5cHBwaOKzIoimmTx5MmRlZTF69GikpKSgd+/e9TbMA8isW6JpSKkEguCTvLw8BAQE4MSJE/j27Rtmz54NDw8PdOhA7p8Im+HDh2PGjBmYMGFCq77g5bXw8HDs3LkTfn5+dZpJcWLu3Ln4+PEjQkJC0KlTJyQnJ0NERATjxo3DoEGDsGfPHq7H3Jjy8nJ8//6dZVl7fn2FiYiICN6+fSuwxO2QIUNw8eJFyMvLY8iQIQ0+jsFgICoqio+RNU1rm5be0t9lVVUVRo8ejbKysnobxbWHJPrkyZNRUVGBixcv1rt+7NixEBMTw7lz5/gcGfcUFRXh2rVrmD59uqBDaTe6dOmCmJgYOjlWKy0tDQMGDMDHjx8FFBkhKD/ObPgx4czpiHgpKSk8f/4cGhoaLOWzsrKyYGRkhPLycrYxaGtrIzQ0FGZmZizLExISMHHiRGRnZzfxWRFE8+Tk5EBDQ6NOw7yfNXRTlSB+RjJGBMEnampqcHNzw8yZM+Hs7Izt27dj5cqVTWoGRbQOxsbGWLduHRYuXIhRo0ZhxowZGDlyZJ2kQGsXHR2NAQMG1Ll5UFlZidjYWLajHKdMmYLS0lJoa2tDSkqqzvMvLCxsdPudO3di4sSJUFJSQllZGQYPHox3796hf//+2Lp1a/OeVBOVlpZi9erVCAkJqfdCk9wJ5z1u1KQT9D3oH0cFCvMIwdY2Lb2lv0svLy/cvHmTTi793JysPVi3bh369++PiRMnYvXq1fTvIjU1Fd7e3rh58yZiY2MFHGXL5ObmYubMmSRxy0eVlZVITU2tk7hNTU1FdXW1gKIiBKml39fdunVDRkZGnYEAMTEx0NLS4mgfb9++RWVlZZ3lVVVVyM/Pb1F8BNEUte9jkpgluIUkbgmCD759+4bz58/D398fcXFxGDVqFK5evUqStkJq79692L17NyIiIhAcHIxZs2ZBREQEEydOhIODg9B0CB0yZEi9oxQ/f/6MIUOGsE3MtHRErJycHG7duoWYmBgkJyejuLgY5ubmGD58OMf7aGnyedWqVbh9+zYOHTqEmTNn4sCBA3j9+jX8/PyaXVeTaJrdu3dz9LjGatIdP34ccnJy3Ayr2T5//oyqqqo63++FhYXo0KFDqx7FLcxJ5/rs3LkT/v7+cHR0FHQoAmNmZobQ0FDMmTOnzqhbRUVFhISEwNzcXEDREcLKyckJzs7OyMzMhKWlJQDgwYMH2L59O5ycnAQcHSEILT33nTdvHlxcXODv7w8Gg4E3b94gLi4Orq6u2LhxI0f7GDZsGObPn4+jR4/S32sJCQlYsGBBk84tCaIlLl26xPFj7e3teRgJ0ZaQUgkEwUMPHz7E8ePHcebMGWhoaMDJyQkzZswgCds2pry8HJcvX8bWrVvx9OlToRmlyWQykZ+fX6eebHp6OiwsLJo0bVpQGpoi//HjRygpKbF9LdTU1BAYGAhra2vIysoiMTEROjo6CAoKwunTpzlqhkEQP7Kzs8OYMWOwcOFCluW+vr64dOkSeU9x4O3bt9i/fz898n7gwIEoLS2l14uIiOCff/6BiopKo/vp1q0b7t27B11dXZ7GKwzKyspw48YNZGRkgKIo6Onp4bfffoOUlJSgQ2uxpKQkmJubC83f3raguroa//vf/7B37168ffsWAKCsrAwXFxesXLmSrnsrLEpLS5GXl1enXBJpHNR0zf1dUhSFbdu2wcvLi/6+FxcXp+vmcqKgoACzZ8/GjRs36FlglZWVGDFiBAICAgRWToloXzhtiEpq3BJNQRK3BMFDTCYTampqmD17Nvr06dPg48jdNuH17t07nDlzBidPnkRiYiIsLS1x//59QYfVqAkTJgAAwsLCYGtrC3FxcXpdVVUVkpOToa+vjxs3bnC8z6bUhy0rK0NkZCRGjx4NoGYqb233YKAmKbNlyxZISEiwPW5Lk8/S0tJ4/vw51NTU0KNHD1y4cAGWlpbIzs6GiYkJiouL2cZAED/q1KkT/v33XxgaGrIsT01NhZWVlVDVfrx37x78/PyQlZWFc+fOQUVFBUFBQdDU1MTAgQN5dtyNGzfi48ePOHjwIABARkYGc+bMoW96Xr9+HQMHDsT//ve/Rvfj5eWFt2/fNqkcByF8SOJWsGr/zrbm2QQNKSgogJOTE65fv17vevKe4hy3fpffv39HRkYGiouLYWRkBGlp6SbH8uLFC6SkpAAADAwMoKen1+R9EARBtCakVAJB8FheXl6jd4rJ3Tbh8+XLF5w/fx7BwcG4c+cOtLS04ODggLNnz0JbW1vQ4bFVO6WcoijIyMhAUlKSXicmJoZ+/fph3rx5bPdTUlKCNWvWNLk+7IkTJ3D16lU6cbt//34YGxvTcaSmpqJ79+5Yvnx5g8euTT4zGAw4OjrWm3weMGAA2+egpaWF7OxsqKmpwcDAACEhIbC0tMTly5chLy/Pdnui5VasWMHxY4WhmdS3b9/qrbFXUVGBsrIyAUTUPOfPn8fMmTPh4OCAxMRE+ubK58+fsW3bNp6OHL5y5UqdZKuLiwtd57Bfv35YsWIF28Ttw4cPERUVhStXrsDY2LhOHe4LFy5wN3CCJ9gl3l+/fs2nSIhaZWVloCgKUlJSkJWVRW5uLvz9/WFkZITffvtN0OFxbNmyZSgqKsKDBw9gbW2NixcvIj8/H56enti5c6egwxMqLf1dzpkzB3v37oWMjAyMjIzo5SUlJViyZAn8/f05jkVXVxe6urqoqqrC06dP8enTJygoKDTreREEQbQGJHFLEDxEGjS0TV27doWCggKmTJkCLy8vWFhYCDqkJjl+/DiAmsL5rq6u6NixY7P2s3r16mbVhz116hRWr17Nsiw4OJhOypw8eRIHDhxoNHHLreSzk5MTkpKSMHjwYKxduxZjxozB/v37UVFRIRRJwrbg8ePHHD1OWJpJWVpa4vDhw9i3bx/Lcl9f30ZnXrQ2np6e8PX1xaxZs3DmzBl6uZWVFTw9PXl67JycHGhqatI/29jYsHxP6evrc9QdXF5enr7JQwgvTupgq6mp8SESotbYsWMxYcIE/PnnnygqKoKlpSXExMTw4cMH7Nq1CwsWLBB0iByJiopCWFgYLCwswGQyoa6uDhsbG8jKysLLywujRo0SdIhCo6W/yxMnTmD79u2QkZFhWV5WVobAwECOErfLli2DiYkJnJ2dUVVVhcGDByM2NhZSUlK4cuUKrK2tW/IUCaJJKisrsXv3bpw+fRrp6ekAAD09PUyfPh0uLi5C19SaECySuCUIgmiiS5cuYdiwYRzXMGqt3N3dW7T95cuX6fqwTk5O+PXXX6GjowN1dXWcOnUKDg4O9W6XkZEBExMT+mcJCQmW36WlpSUWLVrU6LG5lXz+MTk8fPhwpKamIiEhATo6OqS2HQnskv4AAFnTSURBVJ+0tYZYnp6eGD58OJKSkjBs2DAAQGRkJOLj4xEeHi7g6DiXlpZWb3M/OTk5FBUV8fTYFRUVKCgoQI8ePQDUHRn76dMnjr5/a78nCOHGSZKe4K/ExEQ6oR4aGopu3brh8ePHOH/+PNzc3IQmcVtSUkLXPVVQUEBBQQH09PRgYmKCxMREAUcnXJr7u/zy5QsoigJFUfj69StLmayqqipcu3aN49q0oaGhmDFjBoCac9SsrCykpqYiKCgI69evx7///tuCZ0gQnCsrK4ONjQ3i4uIwfPhw+nwqJSUFa9aswaVLlxAeHs5RWTiCAEjiliAIoslsbGwA1NTzSktLA1AzAuznOqutXX5+PlxdXREZGYn379/j55Ln7Ep4FBYW0qNkZWVlUVhYCKCmkVBjF21FRUUsNW0LCgpY1ldXV7Osb0xLk8+BgYGYMmUKXWpBXV0d6urq+P79OwIDAzFr1qwW7Z/gPQUFBY5H49a+R3nJysoKcXFx+PvvvxESEgJJSUmYmpri2LFjQtUkq1u3bsjIyICGhgbL8piYGPpzzyv6+vqIjY2FmZlZvevv3btHahYShACVlpbSIyPDw8MxYcIEMJlM9OvXD7m5uQKOjnP6+vpIS0uDhoYGevXqBT8/P2hoaMDX1xfKysqCDk+oNPd3KS8vDwaDAQaDUe/3OoPBgIeHB0cxfPjwAd26dQMAXLt2DZMnT4aenh5dhoEg+GX79u14+fIlHj9+XGcgSFJSEuzt7bF9+3Zs2rRJMAESQockbgmCIJqotLQUixcvRmBgIF0OQ0REBLNmzcK+ffuEpku3o6Mj8vLysHHjRigrKzd5Knpz68P26NEDz549g76+fr3rk5OT6ZF27LQ0+ezk5ARbW9s6ozm+fv0KJycnkrgVgEePHiEkJKTertT11STds2cPnyLjXO/evXHq1ClBh9Ei8+bNg4uLC/z9/cFgMPDmzRvExcXB1dUVGzdu5Omxp06dCjc3N/z666/1XvBs3rwZa9as4WhfoaGhDb6f2vqIOnbNGX8kjI2lCMHR0dHBP//8g/Hjx+PmzZv07JX3798L1XvJxcUFb9++BVBzI9jW1hanTp2CmJgYAgICBBuckGnu7/L27dugKApDhw7F+fPn6SaUQE3pK3V1dXTv3p2jGLp27Yrnz59DWVkZN27cwKFDhwDUnLeLiIg0/8kRRBOdOXMGu3btqnf2Xq9evfC///0P69evJ4lbgmMM6uerXIIgCKJR8+fPR0REBPbv3w8rKysANaPQli5dChsbG/pEsbWTkZHBvXv30Lt372Ztv3v3boiIiGDp0qWIiIjAmDFjQFEUXR/WxcWl3u1cXFwQERGBhISEOlOEysrKYGFhgeHDh3M0OsLOzg55eXlYvHhxvcnnsWPHNro9k8lEfn5+ndHSSUlJGDJkCF9GaBL/58yZM5g1axZGjBiB8PBw/Pbbb0hPT0d+fj7Gjx/faqe+f/nyhU5WsEuWCUtSg6IobNu2DV5eXigtLQUAiIuLw9XVtdGGm9xQUVGB4cOHIzY2FjY2NvRNnrS0NNy6dQv9+/dHZGQk2/pwPj4+WL9+PRwdHXH48GE4OTkhMzMT8fHxWLRoEbZu3crT5yFoTCaT7Q05iqJIk1SiyUJDQzF9+nRUVVVh2LBhdBkYLy8vREdH4/r16wKOsHlKS0uRmpoKNTU1dO7cWdDhCLWm/i5zc3OhqqraojJkmzZtwp49e6CsrIzS0lKkp6dDXFwc/v7+OHLkCOLi4pq9b4JoCgkJCbx48QKqqqr1rn/58iV0dXVRXl7O58gIYUUStwRBEE3UuXNnhIaG1mlycPv2bUyePLnO1P/WysjICKdOnWpwOnJT5eTkIDExkW192Pz8fPTu3RtiYmJYvHgxPTUuLS0N+/fvR2VlJR4/foyuXbuyPWZzk89mZmZgMBhISkqCsbExOnT4vwkoVVVVyM7Ohq2tLUJCQpq0X6JlTE1NMX/+fCxatAgyMjJISkqCpqYm5s+fD2VlZY6mS2ZmZuL48ePIzMzE3r17oaSkhOvXr0NNTQ3GxsY8iVtERARv376FkpJSg8kyYU2Qff/+HRkZGSguLoaRkRGkpaX5dtxdu3bhzJkzdFMPXV1dTJs2DcuXL6fLmzTGwMAA7u7umDZtGv1+0tLSgpubGwoLC7F//35ePw2Bunv3LsePHTx4MA8jIdqid+/e4e3bt+jVqxedbHv48CFkZWVhYGAg4OgIYVVaWlrvDAlO+w6Ehobi5cuXmDRpEj1768SJE5CXl2d7M58guKX23LOhprTx8fEYOXKk0FwzEoJHErcEwQdaWlqIj4+HoqIiy/KioiKYm5sjKytLQJERzSElJYWEhAQYGhqyLP/vv/9gaWmJkpISAUXWNOHh4di5cyddh4yfsrOzsWDBAty6dYsub8BgMGBjY4ODBw9yXEOzucnn2gSgh4cHVq5cyZKMEhMTg4aGBn7//XeIiYk1ab9Ey3Ts2BH//fcfNDQ0oKioiDt37sDExAQpKSkYOnQoPQ2zIXfv3oWdnR2srKwQHR2NlJQUaGlpYfv27Xj06BFCQ0N5Evfdu3dhZWWFDh06sE2WkQQZ/0hJSSElJQXq6upQUlLCrVu30KtXL7x48QL9+vXDx48fBR0iQbQpFEWhoKCA42ZSgrBixQqOH7tr1y4eRtI2bN68maPHubm5Nbq+oKAATk5ODY7WFrabnkT7NmXKFFRWVuL8+fP1rv/9998hIiJCBogQHCM1bgmCD3Jycuo94fj27Rtev34tgIiIlujfvz/c3d0RGBhIT/UvKyuDh4cH+vfvL+DoODdlyhSUlpZCW1sbUlJSdaYdN1QmIC4uDh8/fsTo0aPpZYGBgXB3d0dJSQnGjRuHffv2NToiTlNTEzdu3EBhYSEyMjIA1NTM+7G2GSf27NmDtWvXNjn5XNvUTENDA1OmTCFdXVsJBQUFfP36FQCgoqKCZ8+ewcTEBEVFRfR0/casXbsWnp6eWLFiBd04BwCGDh3K09GVPyZjSWK29ejWrRsKCwuhrq4ONTU13L9/H7169UJ2dnadetjtwb179+Dn54esrCycO3cOKioqCAoKgqamJgYOHCjo8JqkvLy8zog8YSlDIsykpKSQm5tLlxcaNWoUjh49Sjefev/+Pbp3796qk2yPHz/m6HFNrfvfXm3atAndu3eHkpJSg9+rDAaDbeJ22bJlKCoqwoMHD2BtbY2LFy8iPz8fnp6e2LlzZ6Pbjhw5EqdPn4acnByAmsZQf/75J91v4ePHj/j111/x/Pnzpj9BgmgGd3d3/PLLL+jXrx9WrFgBAwMDUBSFlJQU7N69G8+fP8f9+/cFHSYhREjiliB46NKlS/T/b968SZ9QADV3jiMjI/k+0pFouT179sDW1hY9evRAr169ANTURJWQkMDNmzcFHB3nmtvUafPmzbC2tqYTt0+fPoWzszMcHR1haGiIv//+G927d+eo4H6nTp1gaWnZrDiA5iefa82ePRtAzbTs9+/f083maqmpqTU7NqLpBg0ahFu3bsHExASTJk2Ci4sLoqKicOvWLQwbNozt9k+fPkVwcHCd5UpKSvjw4QMvQq7Xp0+fcOzYMaSkpACoGRnu5OTU5BsTRMsMHToUly5dgpmZGZycnLB8+XKEhobi0aNHmDBhgqDD46vz589j5syZcHBwQGJiIr59+wYA+Pz5M7Zt24Zr164JOEL2SktLsXr1aoSEhNQ7Wro1JwvbivLycpbkXHR0NMrKylge09pvity+fVvQIbQpdnZ2iIqKgoWFBebMmYPRo0c3q05tVFQUwsLCYGFhASaTCXV1ddjY2EBWVhZeXl4YNWpUg9vevHmT/k4DgG3btmHy5Ml04rayshJpaWlNjokgmsvIyAi3bt2Cs7Mzpk6dSt8IoigKBgYGCA8P51n5LqJtIqUSCIKHak9cGAxGnRNZUVFRaGhoYOfOnSwjFwnhUFpailOnTiE1NRUAYGhoCAcHB0hKSgo4Mt5TVlbG5cuXYWFhAQBYv3497t69i5iYGADAuXPn4O7uzpeRDSdOnGh0fW1itiEvXrzAnDlzEBsby7JcWOuRCqtnz56hZ8+eKCwsRHl5Obp3747q6mp4e3sjNjYWurq62LBhAxQUFBrdT48ePRASEoIBAwaw1DS9ePEiXF1dkZmZyfPnEh0djTFjxkBOTo7+jCQkJKCoqAiXL1/GoEGDeB4DUaO6uhrV1dV0DeszZ87Q76f58+e3q1IoZmZmWL58OWbNmsXy2Xj8+DHs7Ozw7t07QYfI1qJFi3D79m1s2bIFM2fOxIEDB/D69Wv4+flh+/btcHBwEHSIbR6TycS7d+/oUgg/vpeAmhr2rX3ELcF9b968wYkTJxAQEIAvX75g1qxZmDNnDt1YkhOysrJITk6GhoYG1NXVERwcDCsrK2RnZ8PY2LjRWTfkfUm0Zk+ePKFr9evp6TW7KTTRvpERtwTBQ7Wj9zQ1NREfH0861LYBFRUVMDAwwJUrVzBv3jxBh8M1TZl2+unTJ5bGYbV1RWv17dsXL1++5E2gP2GXmGXH0dERHTp0wJUrV6CsrEymRgqIqakp+vbti7lz52Lq1KkAai7E1q5d26T9TJ06FWvWrMG5c+fAYDBQXV2Nf//9F66urpg1axYvQq9j0aJFmDJlCg4dOgQREREANSMBFy5ciEWLFuHp06d8iYOoeQ/9OPJr6tSp9PurvUlLS6v3poGcnByKior4H1AzXL58GYGBgbC2toaTkxN+/fVX6OjoQF1dHadOnSKJW4IQkO7du2PdunVYt24doqOjcfz4cfTt2xcmJiaIiIjgaFCDvr4+0tLSoKGhgV69etElsHx9felSHAQhjHr37k2StUSLNX0eA0EQTZadnU2Stm2EqKgoysvLBR0GV5SUlGDx4sVQUlJCx44doaCgwPKvIV27dkV2djaAmhIDiYmJ6NevH73+69evdUoW8EN5eTm+fPnC8o+dJ0+ewM/PD3Z2dujduzd69erF8o/gj7t378LY2BgrV66EsrIyZs+ejXv37jV5P9u2bYOBgQFUVVVRXFwMIyMjDBo0CAMGDMCGDRt4EHldGRkZWLlyJZ20BQARERGsWLGCrudM8NaLFy8wbdq0er8DPn/+jOnTp7e7pqDdunWr9/0XExPDcTNIQSssLKRjlZWVpUvhDBw4ENHR0YIMrd1gMBgsNzh//pkg+vbtiyFDhsDQ0BCPHz9GRUUFR9u5uLjQDUjd3d1x/fp1qKmpwcfHB9u2bWt02/reh+R9SRBEW0JG3BIEn0RGRiIyMrLeOpr+/v4CiopojkWLFmHHjh04evQoPQVXGK1evRq3b9/GoUOH6p122pCRI0di7dq12LFjB/755x9ISUnh119/pdcnJydDW1ub7fGjo6MxYMCAOr/DyspKxMbGcjSlvKSkBGvWrGl2zUMjIyO+1j4l6vfrr7/i119/xb59+xASEoKAgAAMHjwYOjo6cHZ2xuzZs9GtWze2+xETE8ORI0fg5uaGp0+fori4GGZmZtDV1eXDs6hhbm6OlJSUOlNEU1JSyM2AJqqqqkJAQECDfzujoqLq3e7vv/+GqqpqvbMG5OTkoKqqir///huHDh3iSdyt0bx58+Di4gJ/f38wGAy8efMGcXFxcHV1xcaNGwUdHke0tLSQnZ0NNTU1GBgYICQkBJaWlrh8+TJdy5LgLYqioKenRyfFar9ja0e2kwp87VdcXBz8/f0REhICPT09ODk5Yfr06Rw3DZwxYwb9/z59+iA3NxepqalQU1NjO/iFoig4OjrSTXHLy8vx559/omPHjgDAUv+WIAhCGJEatwTBBx4eHti8eTMsLCzqnY598eJFAUVGNMf48eMRGRkJaWlpmJiY0CeGtS5cuCCgyJpGTU2NnnYqKyuLxMRE6OjoICgoCKdPn26wWc2HDx8wYcIExMTEQFpaGidOnMD48ePp9cOGDUO/fv2wdevWRo8vIiKCt2/f0jXJan38+BFKSkoc1SJrac3DqKgobNiwAdu2bYOJiUmdkcKkS7ngZGRk4Pjx4wgKCsK7d+9ga2vL0vCxtTp79ixWr16NJUuW0CPR79+/jwMHDmD79u0wNDSkH2tqaiqoMIXC4sWLERAQgFGjRtX7t3P37t31bqevr4+TJ0+ib9++9a5PSEjA9OnT21WzGoqisG3bNnh5edG1IsXFxeHq6ootW7YIODrO7N69GyIiIli6dCkiIiIwZswYUBSFiooK7Nq1Cy4uLoIOsc1jV1e+VkvLGBHCw9vbGwEBAfjw4QMcHBzg5OTE979tTk5OHD3u+PHjPI6EIAiCN0jiliD4QFlZGd7e3pg5c6agQyG4gN0JorCcGEpLS+P58+dQU1NDjx49cOHCBVhaWiI7OxsmJiYoLi5udPvPnz9DWlqaZUo4UDOdVVpamm3jHyaTifz8fHTp0oVleXp6OiwsLDgqddDc5POPMQB1p9SR5mStQ0lJCU6dOoV169ahqKhIKF4Pdt20a5tVkvcXe507d0ZgYCBGjhzZpO0kJSWRmpoKdXX1etfn5ubC0NCw0WY3bdX379+RkZFBlxKRlpYWdEjNlpubi4SEBOjo6JCbIAQhIEwmE2pqahg9enSj5327du2qd/nmzZs5Oo6bm1uz4iMIgmgLhHeOL0EIke/fv2PAgAGCDoPgEmFJzLLT0mmncnJy9S7v1KlTo9tNmDABQE0C68epbUDN1Ojk5GSOPy+N1TxcsGAB2+1v377N0XEI/oqOjoa/vz/Onz8PJpOJyZMnw9nZWdBhcaS2/jPRcmJiYtDR0WnydnJycsjMzGwwcZuRkdFuR9OLiYnByMhI0GFwhbq6eoOvMUEQ/DFo0CAwGAz8999/DT6msXqzmzZtQvfu3aGkpNRgqQ0Gg0ESt4RQKy0tRV5eXp1G0OSmI8EpkrglCD6YO3cugoODhaaOHFG/6upq/P3337h06RK+f/+OYcOGwd3dnaNuua2Rk5MTkpKSMHjwYKxduxZjxozB/v376WmnvFKb8KUoCjIyMiy/PzExMfTr1w/z5s3jaF8tTT4PHjy4Wc+B4L43b94gICAAAQEByMjIwIABA+Dj44PJkyfXKUfSmpFEEvesXLkSe/fuxf79+5vUaGbQoEHYt28fhg4dWu96Hx8flrrcROvl4+PD8WOXLl3Kw0gIgqjPnTt3WrS9nZ0doqKiYGFhgTlz5mD06NFsZ64QhLAoKCiAk5MTrl+/Xu96MvOK4BQplUAQfODi4oLAwECYmprC1NS0Th1NXibJCO7ZsmULNm3ahOHDh0NSUhI3b97EtGnT2kxzuZycHLrUAD/uAHt4eMDV1bVFSTlu1Twkd8IFy87ODhEREejcuTNmzZqFOXPm1GnuJWyeP39e73vK3t5eQBEJn/Hjx+P27dvo1KkTjI2N6/ztbKie+OPHj9G/f3+MHj0aq1evpt9Lqamp8Pb2xtWrVxEbGwtzc3OePweiZTQ1NTl6HIPBQFZWFo+jIQiCF968eYMTJ04gICAAX758aTPnAQTh4OCA3Nxc7NmzB9bW1rh48SLy8/Ph6emJnTt3YtSoUYIOkRASJHFLEHwwZMiQBtcxGIwGO2MTrYuuri5cXV0xf/58AEBERARGjRqFsrIyMjqglWhq8pncCW8d7O3t4ezsjNGjR9epmcwteXl5UFFR4dn+a2VlZWH8+PF4+vQpXc8W+L+pouQ9xbmW1BO/cuUK5syZg48fP7IsV1RUxNGjR0kCnSAIohWKjo7G8ePHcf78eZiYmCAiIkJoZ7YRhLKyMsLCwmBpaQlZWVk8evQIenp6uHTpEry9vRETEyPoEAkhQRK3BEEQHBIXF0dGRgZUVVXpZRISEsjIyECPHj0EGFnTxMXF4ePHjxg9ejS9LDAwEO7u7igpKcG4ceOwb98+ltqzvJCfnw9XV1dERkbi/fv3dWqb8SPBRe6Etx9MJhO6urrw8vKi6yzzwpgxYyAiIoKjR49CU1MTDx8+xMePH7Fy5Ur873//I1P0+aisrAw3btxARkYGKIqCnp4efvvtN0hJSQk6NIIgCKIeZWVlOHfuHA4cOICnT5/i3bt37bYmOSH8ZGVlkZycDA0NDairqyM4OBhWVlbIzs6GsbFxu2ySSjQPqXFLEHz26tUrABCqRB9Ro7KyEhISEizLREVFUVFRIaCImmfz5s2wtramE7dPnz6Fs7MzHB0dYWhoiL///hvdu3fHpk2beBqHo6Mj8vLysHHjRigrKzephiW3ks9RUVEICwuDhYUFmEwm1NXVYWNjA1lZWXh5eZHEbRty+/ZtZGVl4ezZszxN3MbFxSEqKgqdO3cGk8kEk8nEwIED4eXlhaVLl+Lx48c8O3ZbVFlZiTt37iAzMxPTp0+HjIwM3rx5A1lZWUhLSze6raSkJMaPH8+nSAmifXn16hUuXbpUb0kYUgKMaKq4uDj4+/sjJCQEenp6cHJywvTp05uVtCWliojWQl9fH2lpadDQ0ECvXr3g5+cHDQ0N+Pr6QllZWdDhEUKEJG4Jgg+qq6vpEXzFxcUAABkZGaxcuRLr168n0+yFBEVRcHR0ZEkGlpeX488//2Sp09pQ3cXW4smTJ9iyZQv985kzZ/DLL7/gyJEjAABVVVW4u7vzPHEbExODe/fuoXfv3k3ellvJ55KSEigpKQEAFBQUUFBQAD09PZiYmCAxMbHJcRGt1+DBgzF48GC20+9bqqqqCjIyMgCAzp07482bN9DX14e6ujrS0tJ4euy2Jjc3F7a2tsjLy8O3b99gY2MDGRkZ7NixA9++fYOvr6+gQySIdikyMhL29vbQ0tJCamoqevbsiZycHFAURWpHE03i7e2NgIAAfPjwAQ4ODrh3716z+wuQUkVEa+Pi4oK3b98CANzd3WFra4tTp05BTEwMAQEBgg2OECokcUsQfLB+/XocO3YM27dvh5WVFYCapNWmTZtQXl6OrVu3CjhCghOzZ8+us2zGjBkCiKRlPn36hK5du9I/3717F3Z2dvTPffv2xcuXL3keh6qqap3yCJziVvKZ3AknuK1nz55ISkqCpqYmfvnlF3h7e0NMTAyHDx+GlpaWoMMTKi4uLrCwsEBSUhIUFRXp5ePHj8e8efMEGBlBtG/r1q2Dq6srPDw8ICMjg/Pnz0NJSQkODg6wtbUVdHiEADW12evatWuhpqaGyZMng8FgNJjM4mQUt4uLCzQ1NREZGVlvqSKC4LcfrxP79OmD3NxcpKamQk1NDZ07dxZgZISwITVuCYIPunfvDl9f3zpTdMLCwrBw4UK8fv1aQJER7ZG6ujqCgoIwaNAgfP/+HfLy8rh8+TKGDRsGoGb06uDBg1FYWMjTOMLDw7Fz5046WdoUEhISePHiBV1veODAgbCzs8P69esB1DQpMzExwdevXxvdz8mTJ1FZWQlHR0ckJCTA1tYWhYWF9J3wKVOmNOu5EYITGhqKkJCQei8c+TGK+ubNmygpKcGECROQkZGB0aNHIz09HYqKijh79iyGDh3K8xjaCkVFRcTGxkJfXx8yMjJISkqClpYWcnJyYGRkRGrDEYSAyMjI4MmTJ9DW1oaCggJiYmJgbGyMpKQkjB07Fjk5OYIOkeCz5jZ7tba2Zlsqi9NGzp07d0ZUVBRMTU0hJyeHhw8fQl9fH1FRUVi5ciUpVUQQhNAiI24Jgg8KCwthYGBQZ7mBgQHPk2ME8bORI0di7dq12LFjB/755x9ISUmxNExKTk6GtrY2z+OYMmUKSktLoa2tDSkpKYiKirKsb+yz0bVrV2RnZ0NVVRXfv39HYmIiPDw86PVfv36ts7/6kDvhbYuPjw/Wr18PR0dHhIWFwcnJCZmZmYiPj8eiRYv4EsOIESPo/+vo6CA1NRWFhYVQUFBoUh1noqbMUH0X+69evaLLURBtW3JyMnr27Akmk4nk5ORGH9vc6dVE03Xs2JG+MaasrIzMzEwYGxsDAD58+CDI0AgBWbZsGYqKivDgwYN6m7025M6dO1yLgZQqIlqDFStWcPxYUg+c4BRJ3BIEH/Tq1Qv79++Hj48Py/L9+/ejV69eAoqKaK+2bNmCCRMmYPDgwZCWlsaJEycgJiZGr/f398dvv/3G8zj27NnT7G15lXwWExODnp4e26ZHROt08OBBHD58GNOmTUNAQABWr14NLS0tuLm5CfQmWadOnQR2bGH222+/Yc+ePTh8+DCAmlFXxcXFcHd3x8iRI+vd5suXLxzvn3Qqb/169+6Nd+/eQUlJCb1792apWwmA/pnBYJD6lXzUr18/xMTEwNDQECNHjsTKlSvx9OlTXLhwAf369RN0eIQAtIZmr6RUEdEacDqym9zMJ5qClEogCD64e/cuRo0aBTU1NfTv3x9ATffUly9f4tq1aywJJ4Lgl8+fP0NaWhoiIiIsywsLCyEtLc2SzG1tPnz4gAkTJiAmJoZOPv/YPX7YsGHo169fg/WjL1++jI8fP8LR0ZFetnXrVmzZsgWVlZUYOnQozp49CwUFBV4/FYKLpKSkkJKSAnV1dSgpKeHWrVvo1asXXrx4gX79+uHjx488Oe6ECRM4fmxrb17Ymrx69QojRowARVF48eIFLCws8OLFC3Tu3BnR0dF0Y8EfMZlMthdDJNEnPHJzc6GmpgYGg4Hc3NxGH6uurs6nqIisrCwUFxfD1NQUJSUlWLlyJWJjY6Grq4tdu3aR16IdkpWVRXJyMjQ0NKCuro7g4GBYWVkhOzsbxsbGfCltQ0oVEQTRVpERtwTBB4MHD0Z6ejoOHDiA1NRUADUX+gsXLkT37t0FHB3RXsnJydW7XBCjA8vLy+vUI21sNFxt4qah5PO5c+caHTW7a9cuTJw4kf45NjYWbm5u2Lx5MwwNDbF+/Xps2bKFTGESMt26dUNhYSHU1dWhpqaG+/fvo1evXsjOzm52IzxONPRZIlqmR48eSEpKwtmzZ5GUlITi4mI4OzvDwcEBkpKS9W5z+/ZtPkdJ8NKPCUCSDGw9fhy92LFjR/j6+gowGqI1aA3NXkmpIoIg2ioy4pYgeKyiogK2trbw9fWFrq6uoMMhiFajpKQEa9asQUhISL0jIXk5Gk5JSQk3b96EmZkZgJp6VM+fP8eNGzcAANeuXYOLiwtevHjBsxgI7ps7dy5UVVXh7u6OAwcOYNWqVbCyssKjR48wYcIEHDt2TNAhEgRBEESb0xqavZ48eRLjx49Hx44deX4sgmjIhAkTEBAQAFlZWbYzssgsLIJTZMQtQfCYqKgo24YaBNEerV69Grdv38ahQ4cwc+ZMHDhwAK9fv4afnx+2b9/O02N//foVioqK9M8xMTGYNGkS/bOxsTHevHnD0xgI7jt8+DCqq6sBAIsWLYKioiJiY2Nhb2+P+fPnCzg6glPR0dEsPw8aNKjZ+7p37x78/PyQlZWFc+fOQUVFBUFBQdDU1MTAgQNbGipBtEsNjWBkMBiQkJCAjo4OHB0d4eTkJIDoCEFoDc1ely9fjj///BP29vaYMWMGRowYUWdGFkHwmpycHP39SGZkEdxCRtwSBB8sX74c4uLiPE9GEYQwUVNTQ2BgIKytrSErK4vExETo6OggKCgIp0+fxrVr13h2bB0dHRw4cAAjRoxAcXExFBUVERUVBSsrKwBAYmIiRowYgYKCAp7FQHBXZWUltm3bhjlz5qBHjx58Pba5uTkiIyOhoKAAMzOzRqdkJiYm8jEy4aSpqUn/n8FgICsrq1n7OX/+PGbOnAkHBwcEBQXh+fPn0NLSwv79+3Ht2jWefscQRFu2e/dubN26FXZ2drC0tAQAPHz4EDdu3MDy5cuRnZ2NoKAg7Nu3D/PmzRNwtIQwKS0tRV5eXp3yWaampmy3raysxI0bN3D69GmEhYVBSkoKkyZNgoODAwYMGMCrkAmijsLCQtKYluAqMuKWIPigsrIS/v7+iIiIQJ8+fepM4SF1NIn2qLCwkK6TJysri8LCQgDAwIEDsWDBAp4ee9KkSVi2bBn++usvXLt2Dd26dWPphP3o0SPo6+vzNAaCuzp06ABvb2/MmjWL78ceO3YsxMXF6f+TWnotk52dzZX9eHp6wtfXF7NmzcKZM2fo5VZWVvD09OTKMQiiPYqJiYGnpyf+/PNPluV+fn4IDw/H+fPnYWpqCh8fH5K4bcNWrFjB8WPZXesUFBTAyckJ169fr3c9J+WzOnTogNGjR2P06NEoLS3FxYsXERwcjCFDhqBHjx7IzMzkOF6CaInu3btj3LhxcHZ2ho2NjaDDIdoAkrglCD549uwZzM3NAQDp6eks68gFPtFeaWlpITs7G2pqajAwMEBISAgsLS1x+fJlyMvL8/TYbm5ueP36NZYuXYpu3brh5MmTLNPpTp8+jTFjxvA0BoL7hg0bhrt370JDQ4Ovx3V3d8ezZ8/Qs2dPbNq0ia/HJhqWlpZWb5kFOTk5FBUV8T8gokXi4+NRXV2NX375hWX5gwcPICIiAgsLCwFF1v7cvHkTO3bsqLN82LBhWLlyJQBg5MiRWLt2Lb9DI/jo8ePHHD2Ok2udZcuWoaioCA8ePIC1tTUuXryI/Px8eHp6YufOnU2OTUpKCiNGjMCnT5+Qm5uLlJSUJu+DIJrryJEjCAgIgK2tLVRVVeHo6AhHR0e+n58SbQdJ3BIED2VlZUFTU5N0uSaIejg5OSEpKQmDBw/G2rVrMWbMGOzfvx8VFRU8H4UuKSmJwMDABteTz6xwsrOzw9q1a/H06dN6ZzfY29vz7Nimpqbo27cv5s6di6lTp0JGRoZnx2rLfHx8OH7s0qVLG13frVs3ZGRk1LlQiomJoUf7E8Jj0aJFWL16dZ3E7evXr7Fjxw48ePBAQJG1P506dcLly5exfPlyluWXL1+mpweXlJSQ78E2jpvnSlFRUQgLC4OFhQWYTCbU1dVhY2MDWVlZeHl5YdSoURztp3ak7alTpxAZGQlVVVVMmzYNoaGhXIuVINiZOXMmZs6ciezsbAQEBODEiRPw9PTEkCFDMHfuXIwfPx5iYmKCDpMQIqTGLUHwkIiICN6+fQslJSUAwJQpU+Dj44OuXbsKODKCaH1ycnLoOrec1DIjiJ8xmcwG1zEYDI6mWjbXvXv3cPz4cYSGhqK6uhq///475s6di19//ZVnx2yLfqxvC9RMny0tLaVH4RcVFUFKSgpKSkpsa996eXnh5MmT8Pf3h42NDa5du4bc3FwsX74cGzduxJIlS3j1NAgekJaWRnJycp2ke3Z2NkxNTfH161cBRdb+HDlyBAsWLMDIkSPpGrfx8fG4du0afH194ezsjJ07d+Lhw4c4e/asgKMlhIGsrCySk5OhoaEBdXV1BAcHw8rKCtnZ2TA2NkZpaSnbfUydOhVXrlyBlJQUJk+eDAcHB/Tv358P0RMEexERETh+/Dj++ecfSEhIwMHBoUk3q4n2jSRuCYKHmEwm3r17RyduZWRkkJSUREb6EARBtFElJSUICQlBQEAA7t27Bx0dHTg7O2P27Nno1q2boMMTKsHBwTh48CCOHTtG15xOS0vDvHnzMH/+fDg4ODS6PUVR2LZtG7y8vOiLfnFxcbi6umLLli08j5/gLkVFRVy5cqVOIiY2NhajRo3Cp0+fBBRZ+/Tvv/9i//79SEtLAwDo6+tjyZIlpAkU0Sx9+/aFp6cnRowYAXt7e8jLy8PLyws+Pj4IDQ3lqD6tg4MDHBwcMGLECJbyVwTRmpw/fx5//PEHioqKeDqggGhbSOKWIHiIJG4Joq64uDh8/PgRo0ePppcFBgbC3d0dJSUlGDduHPbt20c3eyKI5igvL4eEhIRAY8jIyMDx48cRFBSEd+/ewdbWFpcuXRJoTMJEW1sboaGhMDMzY1mekJCAiRMnctzE7Pv378jIyEBxcTGMjIwgLS3Ni3AJHps2bRrevn2LsLAwyMnJAagZgT1u3DgoKSkhJCREwBESBNFcJ0+eRGVlJRwdHZGQkABbW1sUFhZCTEwMAQEBmDJliqBDJIhmy83NxfHjx3HixAm8fPkSQ4YMgbOzM6ZOnSro0AghQRK3BMFDIiIiePfuHbp06QKgJnGbnJxcZyooQbQndnZ2sLa2xpo1awAAT58+hbm5ORwdHWFoaIi///4b8+fPJ02eiCarqqrCtm3b4Ovri/z8fKSnp0NLSwsbN26EhoYGnJ2d+R5TSUkJTp06hXXr1pHRFU0kJSWFu3fvom/fvizLHz58CGtra46mzhJtx6tXrzB48GB8/PiRTuY/efIEXbt2xa1bt6CqqirgCNu2L1++QFZWlv5/Y2ofRxDNVVpaitTUVKipqaFz584cb3f37l3873//o5uRGRkZYdWqVaRsEcF33759w/nz5+Hv7487d+5ARUUFjo6OcHJyIk3KiCYjiVuC4CEmkwk7Ozt65ODly5cxdOjQOg1zLly4IIjwCEIglJWVcfnyZboD+Pr163H37l3ExMQAAM6dOwd3d3c8f/5ckGESQmjz5s04ceIENm/ejHnz5uHZs2fQ0tLC2bNnsWfPHsTFxfEtlujoaPj7++P8+fNgMpmYPHkynJ2d0a9fP77FIOzGjBmD169f4+jRozA3NwdQM9r2jz/+gIqKChm93A7V3ghJSkqCpKQkTE1NMW3aNIiKigo6tDbvx74NTCYTDAajzmMoiuJ5PXGCaMjJkyfh5OSECRMmwMrKCkBNSY+LFy8iICAA06dPF3CERHuxcOFCnDlzBqWlpRg7diycnZ1hY2NT7/cmQXCCJG4JgoecnJw4etzx48d5HAlBtB4SEhJ48eIFPTpq4MCBsLOzw/r16wHUNCkzMTEReKOZwMBAWFlZQVtbW6BxEJzT0dGBn58fhg0bxlKaJjU1Ff379+d5Dcw3b94gICAAAQEByMjIwIABA+Ds7IzJkyfXuWFHsFdQUIDZs2fjxo0bdGKusrISI0aMQEBAAF2GiGj7KioqYGBggCtXrsDQ0FDQ4bRLd+/ehZWVFTp06IC7d+82+tjBgwfzKSpCmK1YsYLjx+7atYvtYwwNDfHHH39g+fLldbY9cuQIPQqXIHjN1NQUzs7OmDFjBhQVFQUdDtEGdBB0AATRlpGELEHU1bVrV2RnZ0NVVRXfv39HYmIiPDw86PVfv35tFaOnHB0dISoqij/++AP79u0TdDgEB16/fg0dHZ06y6urq1FRUcHTY9vZ2SEiIgKdO3fGrFmzMGfOHLqhFtE8Xbp0wbVr1/DixQv6gtvAwAB6enoCjozgN1FRUZSXlws6jHbtx2SspqYmVFVV64weoygKL1++5HdohJB6/PgxR4/jdJRiVlYWxowZU2e5vb09/vrrrybFRhAtkZycLOgQiDaGJG4JgiAIvho5ciTWrl2LHTt24J9//oGUlBRL7bHk5ORWMcq1uroa2dnZuH79uqBDIThkZGSEe/fuQV1dnWV5fQ2uuE1UVBShoaEYPXo06WbNZbq6utDV1RV0GISALVq0CDt27MDRo0fRoQO5hBEkTU1NumzCjwoLC6GpqUlKJRAcuX37Nlf3p6qqisjIyDo3cCMiIkgNbIIghBo56yEIgiD4asuWLZgwYQIGDx4MaWlpnDhxAmJiYvR6f39//PbbbwKM8P9oampi4cKFgg6D4JCbmxtmz56N169fo7q6GhcuXEBaWhoCAwNx5coVnh6b1FslCN6Kj49HZGQkwsPDYWJiQvoFCFBtLdufFRcXQ0JCQgAREQSwcuVKLF26FE+ePMGAAQMA1NS4DQgIwN69ewUcHUEQRPORGrcEQRCEQHz+/BnS0tJ1RicWFhZCWlqaJZnLS5mZmTh+/DgyMzOxd+9eKCkp4fr161BTU4OxsTFfYiC45969e9i8eTOSkpJQXFwMc3NzuLm5tZqbAQRBNA+7vgGkPBXv1dYk3bt3L+bNmwcpKSl6XVVVFR48eAARERH8+++/ggqRaOcuXryInTt30uV1DA0NsWrVKowdO1bAkREEQTQfSdwSBEEQ7dbdu3dhZ2cHKysrREdHIyUlBVpaWti+fTsePXqE0NBQQYdIcKiyshLbtm3DnDlz0KNHD0GHQxAE0eYMGTIEQM3fzv79+7PcYBUTE4OGhgZcXV1JaROCIAiC4CKSuCUIgiDarf79+2PSpElYsWIFZGRkkJSUBC0tLTx8+BATJkzAq1evBB0i0QTS0tJ49uwZNDQ0BB0KQRBEm+Xk5IS9e/dCVlZW0KEQBEG0eqWlpcjLy8P3799ZlpuamgooIkLYkBq3BMEjTal3aG9vz8NICIJoyNOnTxEcHFxnuZKSEj58+CCAiIiWGDZsGO7evUsSt23Ip0+fcOzYMZZpr3PmzEGnTp0EHBkhCKGhoQgJCan3AjgxMVFAUbU/pCwF0ZpoamrWW3P5RwwGA5mZmXyKiCBqFBQUwMnJqcFGx6SRI8EpkrglCB4ZN24cR49jMBjkS5sgBEReXh5v376FpqYmy/LHjx9DRUVFQFERzWVnZ4e1a9fi6dOn6NOnT53mReQmmXCJjo6Gvb09ZGVlYWFhAQDYt28ftmzZgsuXL2PQoEECjpDgJx8fH6xfvx6Ojo4ICwuDk5MTMjMzER8fj0WLFgk6vHalpKQE27dvR2RkJN6/f4/q6mqW9VlZWQKKjGiPli1b1uC6nJwc+Pn54du3b/wLiCD+v2XLlqGoqAgPHjyAtbU1Ll68iPz8fHh6emLnzp2CDo8QIqRUAkEQBNFuubq64sGDBzh37hz09PSQmJiI/Px8zJo1C7NmzYK7u7ugQySagMlkNriO3CQTPiYmJujfvz8OHTpENzGsqqrCwoULERsbi6dPnwo4QoKfDAwM4O7ujmnTprGUtnFzc0NhYSH2798v6BDbjWnTpuHu3buYOXMmlJWV64x2dHFxEVBkBFGjsLAQW7ZswaFDh/DLL79gx44d6Nevn6DDItoZZWVlhIWFwdLSErKysnj06BH09PRw6dIleHt7IyYmRtAhEkKCJG4Jgs/Ky8shISEh6DAIggDw/ft3LFq0CAEBAaiqqkKHDh1QVVWF6dOnIyAggE4WEQTBf5KSknjy5An09fVZlqelpaF3794oKysTUGSEIEhJSSElJQXq6upQUlLCrVu30KtXL7x48QL9+vXDx48fBR1iuyEvL4+rV6/CyspK0KEQBIuysjLs2rUL//vf/6Curo5t27Zh5MiRgg6LaKdkZWWRnJwMDQ0NqKurIzg4GFZWVsjOzoaxsTFKS0sFHSIhJBoemkIQBNdUVVVhy5YtUFFRgbS0ND2FbOPGjTh27JiAoyOI9omiKLx79w4+Pj7IysrClStXcPLkSaSmpiIoKIgkbQlCwMzNzenatj9KSUlBr169BBARIUjdunVDYWEhAEBNTQ33798HAGRnZ4OMQ+EvBQUFUmeaaFWqqqrg6+sLLS0tHD16FD4+Pnj8+DFJ2hICpa+vj7S0NABAr1694Ofnh9evX8PX1xfKysoCjo4QJqTGLUHwwdatW3HixAl4e3tj3rx59PKePXtiz549cHZ2FmB0BNE+URQFHR0d/Pfff9DV1YWqqqqgQyKawcfHh+PHLl26lIeRENy2dOlSuLi4ICMjg57iev/+fRw4cADbt29HcnIy/VjSmbntGzp0KC5dugQzMzM4OTlh+fLlCA0NxaNHjzBhwgRBh9eubNmyBW5ubjhx4gSkpKQEHQ7RzoWEhGDDhg0oKirC+vXrsWDBAoiJiQk6LIKAi4sL3r59CwBwd3eHra0tTp06BTExMQQEBAg2OEKokFIJBMEHOjo68PPzw7Bhw1jqsqWmpqJ///749OmToEMkiHbJ2NgYx44dI3XPhNjPjeUKCgpQWloKeXl5AEBRURGkpKSgpKREGuYImcZqFgM1dYspiiL1i9uJ6upqVFdXo0OHmnEnZ86cQWxsLHR1dTF//nySqOEjMzMzZGZmgqIoaGhoQFRUlGV9YmKigCIj2iMmkwlJSUlMmzYNsrKyDT5u165dfIyKIOoqLS1Famoq1NTU0LlzZ0GHQwgRMuKWIPjg9evX0NHRqbO8uroaFRUVAoiIIAgA2L59O1atWoVDhw6hZ8+egg6HaIbs7Gz6/8HBwTh48CCOHTtG10VNS0vDvHnzMH/+fEGFSDTTj68t0b7dv38fly9fxvfv3zFs2DDY2tpi6tSpmDp1qqBDa5fGjRsn6BAIgjZo0CAwGAxkZmY2+JifG+gRhCBISUnB3Nxc0GEQQoiMuCUIPujTpw+WL1+OGTNmsIy43bx5M27duoV79+4JOkSCaJcUFBRQWlqKyspKiImJQVJSkmV9bT1FQjhoa2sjNDQUZmZmLMsTEhIwceJEkggkCCEUGhqKKVOmQFJSEqKiovjy5Qt27NgBV1dXQYdG1KOqqorUiCcIot1asWIFx48lo8AJTpERtwTBB25ubpg9ezZev36N6upqXLhwAWlpaQgMDMSVK1cEHR5BtFt79uwRdAgEF719+xaVlZV1lldVVSE/P18AEREt9ebNG8TExOD9+/eorq5mWUdqFrcPXl5emDdvHg4cOAARERF4eXlh27ZtJHHbyqSnp+PYsWMIDAykazoSBEG0N48fP+bocWQUONEUZMQtQfDJvXv3sHnzZiQlJaG4uBjm5uZwc3PDb7/9JujQCIIg2oQxY8bg9evXOHr0KD0VLSEhAX/88QdUVFRw6dIlAUdINEVAQABdu1RRUZHlIofBYJCaxe2EtLQ0njx5Qpec+v79Ozp27IjXr19DSUlJwNG1b6WlpTh79iz8/f0RFxcHCwsL/P7771i1apWgQyMIgiCINoMkbgmCIIh2LTMzE8ePH0dmZib27t0LJSUlXL9+HWpqajA2NhZ0eEQTFBQUYPbs2bhx4wbdLKeyshIjRoxAQEAASfIIGVVVVfz5559Yt24d20ZlRNvFZDLx7t07ls/vj2WnCP67f/8+jh49inPnzkFNTQ0pKSm4ffs2fv31V0GHRhAEQRBtDimVQBAEQbRbd+/ehZ2dHaysrBAdHY2tW7dCSUkJSUlJOHbsGEJDQwUdItEEXbp0wbVr15Ceno7U1FQAgIGBAfT09AQcGdEcpaWlmDp1KknaEjh69CikpaXpnysrKxEQEMDSlZuUzuC9nTt3wt/fH58/f8a0adMQHR2NXr16QVRUFIqKioIOjyAIgiDaJDLiliAIgmi3+vfvj0mTJmHFihUsI7gePnyICRMm4NWrV4IOkSDardWrV6NTp05Yu3atoEMhBEhDQ4NtLUBSOoM/OnTogDVr1mDz5s0sDchERUWRlJQEIyMjAUZHEARBEG0TSdwSBEEQ7Za0tDSePn0KTU1NlsRtTk4ODAwMUF5eLugQCTZWrFiBLVu2oGPHjmw7+ZLuvcKlqqoKo0ePRllZGUxMTOjyF7XI60kQ/OXl5YXjx4+jvLwc06ZNw8yZM9GzZ0+SuCValdLSUuTl5eH79+8sy01NTQUUEUEQRMuQUgkEQRBEuyUvL4+3b99CU1OTZfnjx4+hoqIioKiIpnj8+DEqKiro/zeEdO8VPl5eXrh58yb09fUBoE5zMoIg+GvdunVYt24d7t69C39/f/zyyy/Q0dEBRVH49OmToMMj2rmCggI4OTnh+vXr9a6vqqric0QEQRDcQUbcEgRBEO2Wq6srHjx4gHPnzkFPTw+JiYnIz8/HrFmzMGvWLLi7uws6RIJotxQUFLB79244OjoKOhSCIOrx9etXBAcHw9/fHwkJCbC0tMTEiRPZzn4gCF5wcHBAbm4u9uzZA2tra1y8eBH5+fnw9PTEzp07MWrUKEGHSBAE0SwkcUsQPEKm7xJE6/f9+3csWrQIAQEBqKqqQocOHf5fe3ceXfO1/3/8dUIkMgi3SmKoiEQMTQxtVGOooDVUdbrUcBFj6mqoqbSqtNTUi1bbhauIsRpDUHVrCiGCIkUQKhFD26hVMUVoIvn8/ujP+fY0tClyPkfzfKyVtc7Ze+fzeSVC4p193lu5ubnq0qWLoqKibHr4wfEtXrxYL730ktzc3MyOgvvA29tbO3bsUEBAgNlRAPyJpKQkzZ07V0uXLtX58+fNjoMiyMfHR2vWrFGDBg1UqlQp7du3T9WrV9fatWs1ZcoUxcfHmx0RAO4KhVugkISFhSkmJkalS5dWWFjYHddZLBbFxsbaMRmA3zt79qySkpKUmZmpevXqUSh6QD388MO6fv262rdvr3/9619q1aoVxfcH2MSJE5Wenq4ZM2aYHQVAAeXk5OTrRw3YQ6lSpXTo0CH5+vqqSpUqWrp0qRo1aqS0tDTVrl1bWVlZZkcEgLtCj1ugkGzduvW2jwGYLy8vTx988IHWrl2r7OxstWjRQmPGjFHJkiXNjoZ7kJ6erq+//lqff/65OnbsKDc3N3Xo0EFdu3ZVaGio2fHwF33zzTeKjY3VunXrVLt27XzFoFWrVpmUDCiaFi5caPO8e/fu+dZQtIVZAgMDdfz4cfn6+qpOnTqaPXu2fH19NWvWLPn4+JgdDwDuGjtuAQBFzrhx4zR27Fi1bNlSJUuW1IYNG9S5c2fNmzfP7Gi4T7KyshQTE6OlS5dq8+bNqlSpklJTU82Ohb+gZ8+efzg/f/58OyWBWa5cuVLgtaVKlSrEJJBk8woyXjEGR7N48WLdvHlT4eHh2r9/v1q3bq2MjAyVKFFCUVFReuWVV8yOCAB3hcItAKDICQgI0LBhwxQRESFJ2rx5s5599lldv35dTk5OJqfD/fLzzz9r2bJlmjVrlpKTkzlRGnjAODk5yWKx/OEawzBksVj4+w3ARlZWlo4dO6ZHHnlEZcuWNTsOANw1CrcAgCLHxcVFKSkpqly5snXM1dVVKSkpqlSpkonJcK9u7bRdsmSJtmzZosqVK6tz587q2rWratSoYXY8AH9BXFxcgdc+9dRThZgEAADAHPS4BQAUOTdv3pSrq6vNmLOzs3JyckxKhPuhU6dOWrdundzc3NSxY0eNHj1aTz75pNmxcA9WrFih6OhonTlzRtnZ2TZziYmJJqWCvVCMdRxDhgwp8Npp06YVYhLg//B1CaAooHALFLKcnBxFRERo9OjRqlq1qtlxAOjXl9aGh4fLxcXFOnbjxg29+uqrcnd3t45x+NGDpVixYoqOjlarVq1UrFgxs+PgHs2YMUOjRo1SeHi41qxZo549eyo1NVV79+7VgAEDzI4HE+zYsUOzZ8/WyZMntXz5clWsWFGLFi1S1apV1bhxY7Pj/a19++23BVr3Z60tgPuJr0sARQGtEgA78PLy0oEDByjcAg7izw49uoXDjwDz1KhRQ2PGjFHnzp3l6empgwcPys/PT++8844yMjL0ySefmB0RdrRy5Up169ZNXbt21aJFi3T06FH5+fnpk08+0fr167V+/XqzIwIAANx3FG4BO+jRo4fq1q2rwYMHmx0FAP5WZsyYUeC1AwcOLMQkuN/c3NyUnJysKlWqqFy5ctq0aZPq1KmjEydOqGHDhrpw4YLZEWFH9erV0+DBg9W9e3ebQv63336rNm3a6Ny5c2ZHBAAAuO9olQDYQUBAgN577z3t3LlTjz32mM1LsSWKCQBwt6ZPn16gdRaLhX9rHzDe3t7KyMhQlSpV9Mgjj2j37t2qU6eO0tLSxL6Douf48eNq2rRpvnEvLy9dunTJ/oEAAADsgMItYAdz585V6dKltX//fu3fv99mjmICANy9tLQ0syOgkDRv3lxr165VvXr11LNnTw0ePFgrVqzQvn379NJLL5kdD3bm7e2tlJQU+fr62ozHx8fLz8/PnFAAAACFjFYJAAAAcDh5eXnKy8tT8eK/7jNYtmyZEhISFBAQoIiICJUoUcLkhLCniRMnavHixZo3b56efvpprV+/XqdPn9bgwYM1evRoRUZGmh0RAADgvqNwCwAAHlhDhgwp8Npp06YVYhIAhckwDE2YMEETJ05UVlaWJMnFxUXDhg3TuHHjTE4HAABQOCjcAnby/fffa+3atTpz5oyys7Nt5igmAObYvn27QkNDrTv6brl586YSEhJu208RjiUsLKxA6ywWi2JjYws5De6HEydO6J133tHs2bNVqlQpm7nLly+rf//+Gj9+PC+PL6Kys7OVkpKizMxM1apVSx4eHmZHAgAAKDQUbgE72LJli9q3by8/Pz8dO3ZMjz76qE6dOiXDMFS/fn2KCYBJihUrpvT0dJUrV85m/MKFCypXrpxyc3NNSgYUXf369VPp0qU1ZcqU286PGDFCV65c0cyZM+2cDAAAALAvJ7MDAEXBm2++qWHDhikpKUmurq5auXKlzp49q6eeekodOnQwOx5QZBmGIYvFkm/8woULcnd3NyERgLi4uD/83tixY0d+4QkAAIAiofifLwFwr5KTk/X5559LkooXL67r16/Lw8ND7733np5//nn179/f5IRA0XLrRHqLxaLw8HC5uLhY53Jzc3Xo0CGFhoaaFQ/3YN++fYqOjr5tW5pVq1aZlAp/xZkzZ/Ltgv+tsmXL6uzZs3ZMBAAAAJiDHbeAHbi7u1sLCD4+PkpNTbXO/fzzz2bFAoosLy8veXl5yTAMeXp6Wp97eXnJ29tb/fr10+LFi82Oib9o2bJlCg0NVXJysmJiYpSTk6MjR44oNjZWXl5eZsdDAXl5edl8n/y9lJSUfL1vAQAAgL8jdtwCdtCwYUPFx8erZs2aatu2rYYOHaqkpCStWrVKDRs2NDseUOTMnz9fkuTr66thw4bRFuFvYsKECZo+fboGDBggT09PffTRR6pataoiIiLk4+NjdjwUUNOmTfXxxx+refPmt52fMWOGmjRpYudUAAAAgP1xOBlgBydPnlRmZqaCg4N17do1DR06VAkJCQoICNC0adNUpUoVsyMCwAPP3d1dR44cka+vrx566CFt27ZNQUFBSk5OVvPmzZWenm52RBTAt99+qyeffFLt2rXTG2+8ocDAQEnSsWPHNGXKFH311VdKSEhQ/fr1TU4KAAAAFC523AJ24OfnZ33s7u6uWbNmmZgGwC0//fSThg0bpi1btuj8+fP6/e8yc3NzTUqGu1GmTBldvXpVklSxYkUdPnxYQUFBunTpkrKyskxOh4KqV6+eVqxYoV69eikmJsZm7qGHHlJ0dDRFWwAAABQJFG4BAEVWeHi4zpw5o9GjR8vHx0cWi8XsSLgHTZs21aZNmxQUFKQOHTpo0KBBio2N1aZNm9SiRQuz4+EvaNeunU6fPq2vv/5aKSkpMgxD1atX1zPPPCM3Nzez4wEAAAB2QasEoBD9dqftHzl58mQhJwFwO56entqxY4fq1q1rdhTcg8OHD+vRRx9VRkaGbty4oQoVKigvL09TpkyxtqV5++23VaZMGbOjAgAAAECBseMWKESnTp1SlSpV1KVLF5UrV87sOAB+p3LlyvnaI+DBExwcrJCQEPXp00edOnWSJDk5OWnkyJEmJwMAAACAu8eOW6AQLV++XPPmzdO2bdvUpk0b9erVS23btpWTk5PZ0QBI2rhxo6ZOnarZs2fL19fX7Di4Szt27ND8+fO1YsUK5eXl6eWXX1afPn3UpEkTs6MBAAAAwF2jcAvYwQ8//KCoqChFRUUpKytL3bp1U+/evRUQEGB2NKBIK1OmjLKysnTz5k25ubnJ2dnZZj4jI8OkZLgb165dU3R0tKKiorRjxw75+/urd+/e6tGjh7y9vc2OBwAAAAB/CYVbwM7i4uI0duxYbd++XT///DM9FwETLViw4A/ne/ToYackuN9SUlI0f/58LVq0SOfOnVPr1q21du1as2MBAAAAQIFRuAXs5MaNG1qxYoXmzZun3bt3q3379lqwYIFcXFzMjgYAf0vXrl3TkiVL9Oabb+rSpUvKzc01OxL+xJUrVwq8tlSpUoWYBAAAADAfh5MBhWzPnj2aO3euoqOj5efnp169emnlypXstAUczI0bN5SdnW0zRmHowbR9+3bNmzdPK1eulJOTkzp27KjevXubHQsFULp0aVkslj9cYxiGLBYLhXgAAAD87VG4BQpR7dq1df78eXXp0kVxcXGqU6eO2ZEA/Ma1a9c0YsQIRUdH68KFC/nmKQw9OH788UdrL/GUlBSFhoZqxowZ6tixo9zd3c2OhwLaunWr2REAAAAAh0GrBKAQOTk5yd3dXcWLF//DHUQcgASYY8CAAdq6davGjRunbt266dNPP9UPP/yg2bNna9KkSeratavZEVEAbdq00ebNm1W2bFl1795dvXr1UmBgoNmxAAAAAOCesOMWKETz5883OwKAP/Dll19q4cKFatasmXr27KkmTZrI399fVapU0ZIlSyjcPiCcnZ21YsUKtWvXTsWKFTM7Du6jHTt2aPbs2Tp58qSWL1+uihUratGiRapataoaN25sdjwAAACgUFG4BQoRJ9IDji0jI0N+fn6Sfu1ne2v3e+PGjdW/f38zo+EvWLt2rdkRUAhWrlypbt26qWvXrkpMTNQvv/wiSbp8+bImTJig9evXm5wQAAAAKFxOZgcAAMAsfn5+SktLkyTVqFFD0dHRkn7diVu6dGkTkwEYP368Zs2apTlz5sjZ2dk63qhRIyUmJpqYDAAAALAPCrcAgCKrZ8+eOnjwoCRp5MiR+vTTT+Xq6qrBgwdr+PDhJqcDirbjx4+radOm+ca9vLx06dIl+wcCAAAA7IxWCQCAImvw4MHWxy1btlRycrISExPl7++v4OBgE5MB8Pb2VkpKinx9fW3G4+PjrS1OAAAAgL8zCrcAAPx/vr6++YpEAMzRt29fDRo0SPPmzZPFYtGPP/6oXbt2adiwYRo9erTZ8QAAAIBCR6sEAECRs2vXLq1bt85mbOHChapatarKlSunfv36WQ9CAmCOkSNHqkuXLmrRooUyMzPVtGlT9enTRxEREYqMjDQ7HgAAAFDoLIZhGGaHAP6OhgwZUuC106ZNK8QkAH6vTZs2atasmUaMGCFJSkpKUv369RUeHq6aNWvqgw8+UEREhMaOHWtuUADKzs5WSkqKMjMzVatWLXl4eJgdCQAAALALCrdAIQkLCyvQOovFotjY2EJOA+C3fHx89OWXX+rxxx+XJI0aNUpxcXGKj4+XJC1fvlxjxozR0aNHzYwJAAAAACjC6HELFJK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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 8))\n",
    "plt.bar(pd_df_avg_price_latest_year['neigh_name'], pd_df_avg_price_latest_year['avg_PerMeter'])\n",
    "plt.title(f'Average Price Per Square Meter in {latest_year} by Neighborhood')\n",
    "plt.xlabel('Neighborhood')\n",
    "plt.ylabel('Average Price Per Square Meter (PerMeter)')\n",
    "plt.xticks(rotation=90)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "658e7a61-1bbf-46ff-b5e7-9f5233d2c33d",
   "metadata": {},
   "source": [
    "### 4. Correlation Analysis: Price and Transaction Volume\n",
    "\n",
    "Investigate the correlation between average prices per square meter and total transaction amounts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "241e3550-0a48-4e67-8be0-5ac961eec736",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql.functions import sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5a7d9c82-dcbd-4e36-98ae-457e35fbb6c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- _id: long (nullable = true)\n",
      " |-- district_id: long (nullable = true)\n",
      " |-- district_name: string (nullable = true)\n",
      " |-- neigh_name: string (nullable = true)\n",
      " |-- Amount: double (nullable = true)\n",
      " |-- PerMeter: double (nullable = true)\n",
      " |-- diffAmount: double (nullable = true)\n",
      " |-- diffPerMeter: double (nullable = true)\n",
      " |-- usedAmount: double (nullable = true)\n",
      " |-- usedPerMeter: double (nullable = true)\n",
      " |-- year: long (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0f40733a-ba21-4acc-92ff-2f942684a6a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute average price per square meter for each neighborhood\n",
    "df_avg_price = df.groupBy(\"neigh_name\") \\\n",
    "    .agg(avg(\"PerMeter\").alias(\"avg_PerMeter\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0bf6fd25-403c-44b7-844c-6e22d61686c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute total transaction amount for each neighborhood\n",
    "df_total_amount = df.groupBy(\"neigh_name\") \\\n",
    "    .agg(sum(\"Amount\").alias(\"total_Amount\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "366fef21-ce73-4a97-ae81-89b721d604a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge the results into a single DataFrame\n",
    "df_merged = df_avg_price.join(df_total_amount, on=\"neigh_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "47577bb1-93c8-4589-accf-74aba68c3a5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the result to a Pandas DataFrame\n",
    "pd_df = df_merged.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8e9e8eff-adde-47ce-9a37-9c4755b7769a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation between Average Price Per Square Meter and Total Transaction Amount: 0.9066684714448772\n"
     ]
    }
   ],
   "source": [
    "# Calculate the correlation coefficient\n",
    "correlation = pd_df['avg_PerMeter'].corr(pd_df['total_Amount'])\n",
    "print(f\"Correlation between Average Price Per Square Meter and Total Transaction Amount: {correlation}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6c1bec84-0bfc-4708-b43a-af86aa2ba5ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a6bbed89-d417-459a-899a-bfee65b11aa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the correlation\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='avg_PerMeter', y='total_Amount', data=pd_df)\n",
    "plt.title('Correlation between Average Price Per Square Meter and Total Transaction Amount')\n",
    "plt.xlabel('Average Price Per Square Meter (PerMeter)')\n",
    "plt.ylabel('Total Transaction Amount')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2775a16-27f4-4355-b185-e82f44c15fa0",
   "metadata": {},
   "source": [
    "### 5. Price Distribution: Analyze the distribution of average prices per square meter across neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "35fde2d1-9ad1-4223-98b4-1388d9a8f116",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute average price per square meter for each neighborhood\n",
    "df_avg_price = df.groupBy(\"neigh_name\") \\\n",
    "    .agg(avg(\"PerMeter\").alias(\"avg_PerMeter\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f7e67f0e-b3b5-4460-bc8c-65c95f68103e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the result to a Pandas DataFrame\n",
    "pd_df_avg_price = df_avg_price.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "205f1930-fc8d-4408-b261-27da447b3513",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the price distribution\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.histplot(pd_df_avg_price['avg_PerMeter'], kde=True, bins=30)\n",
    "plt.title('Distribution of Average Price Per Square Meter Across Neighborhoods')\n",
    "plt.xlabel('Average Price Per Square Meter (PerMeter)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef6542c7-2e0e-4014-bfc1-6866e0829e83",
   "metadata": {},
   "source": [
    "### 6. interactive dashboards\n",
    "\n",
    "- using `pip install ipywidgets` to install lib\n",
    "- using `pip install seaborn` to install lib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db02d10f-cb08-448c-8bf2-7e369fea6585",
   "metadata": {},
   "source": [
    "#### 6.1 plot function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9d3bf0d2-1c3e-4891-b6b8-7bd7600c5242",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to plot price trends for a selected neighborhood\n",
    "def plot_price_trend(neighborhood):\n",
    "    sns.lineplot(x='year', y='PerMeter', data=data[data['neigh_name'] == neighborhood], marker='o')\n",
    "    plt.title(f'Price Trend for {neighborhood}')\n",
    "    plt.xlabel('Year')\n",
    "    plt.ylabel('Average Price Per Square Meter (PerMeter)')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "# Function to plot price distribution for a selected year\n",
    "def plot_price_distribution(year):\n",
    "    sns.histplot(data[data['year'] == year]['PerMeter'], kde=True, bins=30)\n",
    "    plt.title(f'Distribution of Average Price Per Square Meter in {year}')\n",
    "    plt.xlabel('Average Price Per Square Meter (PerMeter)')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "369605ff-aea3-47e1-ae82-7a1383b2aa14",
   "metadata": {},
   "source": [
    "#### 6.2 widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "78167047-ab55-4edb-8811-3c580439cb9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bce460b1-b0f1-49e3-a45e-effee498a249",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ff5fd3a3-e85c-4c96-92fa-3a811bdf6d7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Interactive widgets\n",
    "neighborhoods = data['neigh_name'].unique()\n",
    "years = data['year'].unique()\n",
    "\n",
    "# Create dropdown widgets\n",
    "neigh_dropdown = widgets.Dropdown(\n",
    "    options=neighborhoods,\n",
    "    description='Neighborhood:'\n",
    ")\n",
    "\n",
    "year_slider = widgets.IntSlider(\n",
    "    value=years.min(),\n",
    "    min=years.min(),\n",
    "    max=years.max(),\n",
    "    step=1,\n",
    "    description='Year:'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b4e12da-cb62-45d6-803c-d17c2ceba363",
   "metadata": {},
   "source": [
    "#### 6.3 create interactive dashboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7ec0b9e3-c649-4937-89a6-72a4b68b84c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "44b29267a4534cb9bfc9428824571cd2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Neighborhood:', options=('el Baix Guinardó', 'Can Baró', 'el Guina…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b8c145ebe714122b9f9a65e2b00c50f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=2013, description='Year:', max=2017, min=2013), Output()), _dom_classes=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_price_distribution(year)>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create interactive plots\n",
    "interact(plot_price_trend, neighborhood=neigh_dropdown)\n",
    "interact(plot_price_distribution, year=year_slider)"
   ]
  }
 ],
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    "name": "ipython",
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